Homework 2
Taha BAYAZ
11 12 2020
GESTURE RECOGNITION
1. INTRODUCTION
1.1 Data
The library, uWaveGestureLibrary, consists over 4000 instances each of which has the accelerometer readings in three dimensions (i.e. x, y and z). This data is the gesture pattern of eight users. All rows are an instance. First column is the class of the gesture, which are stated from one to eight. The columns from second to last are the time ordered observations in the corresponding axis. There are 3 files that are related to X, Y and Z axes.
1.2 Objective
In this assignment, we want to apply principle component analysis (PCA) to be able to describe the 3D information in 1D. Also, we try to reduce the dimension of the time order from 315 to 2. So, we can use much more less column to describe the gesture of the user. Throughout the assignment, we will use data.table, tidyverse and plotly packages.
2. TASKS
2.1 Packages and Funcitons
#Required packages
pti <- c("data.table", "tidyverse", "plotly")
pti <- pti[!(pti %in% installed.packages())]
if(length(pti)>0){
install.packages(pti)
}
library(data.table)
library(tidyverse)
library(plotly)Following functions are created in order to accomplish the objective. First function, prepare_data, is used to import the data and rename the columns. Second function, transform_long, is used to transform the wide data into long data, which is called melting the data. Third function, cal_pos, is used to calculate the position information from accelerometer information, which taking the cumulative summation of the cumulative summation of accelerometer. Fourth function, pca_plot, is used to plot the first component of the PCA result. In the plot, we randomly pick 2 instances of the class. The fifth function, pca_class, is used to apply PCA to each class separately.
prepare_data = function(from, ax){
data = fread(from)
columns = c("class", paste(paste(ax, 'T', sep = ''), 1:(ncol(data)-1), sep = ''))
colnames(data) = columns
data
}
transform_long = function(data, ax){
data = data[, "time series" := 1:nrow(data)]
data_long = gather(data, "time index", val, c(-1, -ncol(data)))
colnames(data_long)[4] = ax
data_long[,3] = unlist(lapply(data_long[,3], function(x){as.numeric(substring(x, 3, length(x) + 4))}))
data_long = data_long[order(data_long[,2], data_long[,3]),]
as.data.table(data_long)
}
cal_pos = function(data, ax){
x = data[data[, .I[15], by = class]$V1][, -1]
y = t(x)
y = y[,order(data[data[, .I[1], by = class]$V1][, class])]
y = cbind(y, apply(y, 2, cumsum))
y = cbind(y, apply(y[,9:16], 2, cumsum))
colnames(y) = c(paste(ax, 1:8, sep = "_"), paste("vel", 1:8, sep = "_"), paste("pos", 1:8, sep = "_"))
y
}
pca_plot = function(value){
series = unlist(unique(x_train_long[class == value, 2]))
set.seed(12345)
randoms = sample(series, 2)
plot_data = data_long[`time series` %in% randoms,]
plot_data[,1] = apply(plot_data[,1], 2, as.character)
ggplot(plot_data, aes(x = `time index`, y = PCA1, color = `time series`)) +
geom_point() +
labs(title = paste("1D Representation of Data For Class", value, sep = ' '),
x = "Time Index",
y = "First Component")
}
pca_class = function(value){
data = data_long[data_long$class == value,]
pca = princomp(data[, 3:5], cor = T)
summary(pca, loadings=T)
}2.2 Data Manupilation
With following steps, we imported the data, created a wide and long format of the data.
x_train = prepare_data("https://drive.google.com/uc?export=download&id=1KDhDT0FE5lkjvn62YTCJ87vZ7A5uS5TT", "X")
y_train = prepare_data("https://drive.google.com/uc?export=download&id=1fZCNBdJ40Df5werSu_Ud4GUmCBcBIfaI", "Y")
z_train = prepare_data("https://drive.google.com/uc?export=download&id=1jdZ2_NiFil0b4EbLBAfDJ43VQcOgulpf", "Z")
data_wide = cbind(x_train, y_train[, 2:ncol(y_train)], z_train[, 2:ncol(z_train)])
x_train_long = transform_long(x_train, 'X')
y_train_long = transform_long(y_train, 'Y')
z_train_long = transform_long(z_train, 'Z')
data_long = x_train_long %>%
left_join(y_train_long, by = c("time series", "time index", "class")) %>%
left_join(z_train_long, by = c("time series", "time index", "class"))
data_long = data_long[, c(2, 3, 4, 5, 6, 1)]These are the head of all data that we created.
## class XT1 XT2 XT3 XT4 XT5
## 1: 6 -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 5 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 5 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 3 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 4 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: 8 -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT6 XT7 XT8 XT9 XT10
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT11 XT12 XT13 XT14 XT15
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT16 XT17 XT18 XT19 XT20
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.240807820
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT21 XT22 XT23 XT24 XT25
## 1: -0.177372430 -0.068001105 0.041370216 0.150741540 0.260112860
## 2: 1.627311100 1.609648100 1.575794100 1.540003300 1.503773500
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT26 XT27 XT28 XT29 XT30
## 1: 0.321360810 0.382608760 0.382608760 0.382608760 0.382608760
## 2: 1.467543700 1.444690200 1.441720600 1.440816800 1.440816800
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT31 XT32 XT33 XT34 XT35 XT36
## 1: 0.382608760 0.382608760 0.382608760 0.38260876 0.38260876 0.3826088
## 2: 1.440816800 1.440816800 1.440816800 1.44081680 1.44081680 1.4408168
## 3: 0.661276530 0.661276530 0.661276530 0.66127653 0.66127653 0.6612765
## 4: 0.005184784 0.005184784 0.009412931 0.03489926 0.06343925 0.0879762
## 5: 1.286197800 1.286197800 1.286197800 1.28619780 1.28619780 1.2861978
## 6: -0.479252460 -0.479252460 -0.479252460 -0.47925246 -0.47925246 -0.4792525
## XT37 XT38 XT39 XT40 XT41 XT42
## 1: 0.3826088 0.3826088 0.38260876 0.38260876 0.38260876 0.38260876
## 2: 1.4408168 1.4408168 1.44081680 1.44081680 1.44081680 1.44081680
## 3: 0.6612765 0.6612765 0.66127653 0.66127653 0.66127653 0.66127653
## 4: 0.0985955 0.1004551 0.09563971 0.08289655 0.05433698 0.02151991
## 5: 1.2861978 1.2861978 1.28619780 1.28619780 1.28619780 1.28619780
## 6: -0.4792525 -0.4883355 -0.49741855 -0.50665299 -0.51588742 -0.52133725
## XT43 XT44 XT45 XT46 XT47 XT48 XT49
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6612765 0.6587422 0.6487222 0.6036406 0.5585591 0.5134775 0.4683960
## 4: -0.0154470 -0.0749151 -0.1343832 -0.1896036 -0.2193376 -0.2490717 -0.2671783
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871
## XT50 XT51 XT52 XT53 XT54 XT55 XT56
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.4233146 0.3782332 0.3445523 0.3422697 0.4227441 0.5129071 0.5973137
## 4: -0.2501874 -0.2229785 -0.1992735 -0.1865303 -0.1853558 -0.1902495 -0.2011331
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871
## XT57 XT58 XT59 XT60 XT61 XT62 XT63
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6498137 0.6612765 0.6612765 0.6612765 0.6612765 0.6612765 0.6612765
## 4: -0.2308671 -0.2581935 -0.2806262 -0.2806262 -0.2806262 -0.2868607 -0.3144709
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2779025 1.2642139 1.2482806
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5246677 -0.5225483
## XT64 XT65 XT66 XT67 XT68 XT69 XT70
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.4077641
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6612765 0.6871626 0.7246188 0.7697002 0.8147817 0.9127019 1.0339118
## 4: -0.3437351 -0.3734692 -0.4032033 -0.4329373 -0.4561628 -0.4710299 -0.4711669
## 5: 1.2334768 1.2231907 1.2228680 1.2228680 1.2218477 1.2160107 1.2000774
## 6: -0.5040794 -0.4856105 -0.4671417 -0.4486728 -0.4102211 -0.3717695 -0.3163629
## XT71 XT72 XT73 XT74 XT75 XT76
## 1: 0.4329195 0.4876051 0.5422907 0.59697629 0.65166190 0.68884810
## 2: 1.4408168 1.4408168 1.4317141 1.40379940 1.37073290 1.33450310
## 3: 1.1691562 1.3044006 1.4137290 1.50926460 1.59942760 1.68959050
## 4: -0.4711669 -0.4711669 -0.4711669 -0.47116689 -0.47116689 -0.47116689
## 5: 1.1841441 1.1682109 1.1605887 1.15953830 1.15953830 1.15953830
## 6: -0.2609563 -0.2055496 -0.1501430 -0.09473632 -0.03932967 0.01607697
## XT77 XT78 XT79 XT80 XT81 XT82
## 1: 0.72603429 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343
## 2: 1.29827330 1.2620436 1.2258138 1.1895840 1.1533542 1.1171244
## 3: 1.77975350 1.8699163 1.9600792 2.0483183 2.0947528 2.0947528
## 4: -0.47116689 -0.4711669 -0.4711669 -0.4711669 -0.4711669 -0.4711669
## 5: 1.16901210 1.1831357 1.1990690 1.2122894 1.2141045 1.1988673
## 6: 0.07148362 0.1268903 0.1822969 0.2377036 0.2931103 0.3485169
## XT83 XT84 XT85 XT86 XT87 XT88 XT89
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343
## 2: 1.0808946 1.0446647 1.0084348 0.9722049 0.9359751 0.8997452 0.8635154
## 3: 2.0947528 2.0905913 2.0707855 2.0257040 1.9806226 1.9355412 1.8904598
## 4: -0.4711669 -0.4778027 -0.4917987 -0.5215327 -0.5472734 -0.5664371 -0.5664371
## 5: 1.1829340 1.1652931 1.1425966 1.1107300 1.0788634 1.0469968 1.0241374
## 6: 0.4039236 0.4441918 0.4844600 0.5213978 0.5583356 0.5952734 0.6322111
## XT90 XT91 XT92 XT93 XT94 XT95 XT96
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.6768172
## 2: 0.8272855 0.7910558 0.7548260 0.7185962 0.6607137 0.5974342 0.5249745
## 3: 1.8453783 1.8002969 1.7477646 1.6838840 1.5937210 1.5035580 1.4133951
## 4: -0.5664371 -0.5749325 -0.6046666 -0.6344006 -0.6641346 -0.6938687 -0.7236028
## 5: 1.0080712 0.9921378 0.9762045 0.9496411 0.9191270 0.8872605 0.8569552
## 6: 0.6691489 0.7060867 0.7430244 0.7799622 0.8169000 0.8538377 0.8907755
## XT97 XT98 XT99 XT100 XT101 XT102 XT103
## 1: 0.6276002 0.5729146 0.5182290 0.4635434 0.4088578 0.3541721 0.2994864
## 2: 0.4525148 0.3800551 0.3257620 0.2784928 0.2422630 0.2060332 0.1698035
## 3: 1.3232321 1.2330691 1.1429061 1.0659304 1.0237022 1.0196454 1.0196454
## 4: -0.7533369 -0.7830709 -0.8128049 -0.8361282 -0.8522480 -0.8522480 -0.8522480
## 5: 0.8335594 0.8172750 0.8013417 0.7854085 0.7694752 0.7535419 0.7376087
## 6: 0.9277133 0.9655594 1.0034055 1.0495777 1.0957499 1.1419221 1.1880943
## XT104 XT105 XT106 XT107 XT108 XT109
## 1: 0.2448007 0.19011500 0.13542925 0.08074350 0.02605784 -0.02862782
## 2: 0.1335736 0.09734376 0.06111389 0.02488402 -0.01134588 -0.04757575
## 3: 1.0196454 1.01964540 1.01964540 1.01964540 1.01964540 1.01964540
## 4: -0.8522480 -0.85224800 -0.85224800 -0.84206914 -0.81445897 -0.78489134
## 5: 0.7216754 0.70574211 0.68980884 0.67387557 0.65794229 0.64200899
## 6: 1.2342665 1.28043870 1.32661090 1.37278310 1.41895530 1.46512750
## XT110 XT111 XT112 XT113 XT114 XT115
## 1: -0.08331339 -0.1379990 -0.1926846 -0.2473702 -0.2758067 -0.3042432
## 2: -0.08380559 -0.1200354 -0.1562652 -0.1924949 -0.2287248 -0.2649546
## 3: 1.01964540 1.0196454 1.0196454 1.0548414 1.0966834 1.1417650
## 4: -0.76523832 -0.7569778 -0.7569778 -0.7656102 -0.7824641 -0.8121981
## 5: 0.62607568 0.6101424 0.5942091 0.5782758 0.5623425 0.5464092
## 6: 1.48495880 1.5047902 1.5232591 1.5417279 1.5497513 1.5577747
## XT116 XT117 XT118 XT119 XT120 XT121 XT122
## 1: -0.3042432 -0.3042432 -0.3042432 -0.3042432 -0.3414295 -0.3786157 -0.4879871
## 2: -0.3011845 -0.3374144 -0.3736443 -0.4098741 -0.4461040 -0.4823338 -0.5185636
## 3: 1.1868466 1.1972603 1.1988303 1.1986957 1.1969837 1.1645911 1.1195095
## 4: -0.8360988 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480
## 5: 0.5304760 0.5145427 0.4986093 0.4826760 0.4667427 0.4508094 0.4348762
## 6: 1.5485403 1.5393058 1.5300714 1.5208370 1.5116025 1.5023681 1.4931336
## XT123 XT124 XT125 XT126 XT127 XT128 XT129
## 1: -0.5973584 -0.7067298 -0.8161011 -0.9145353 -1.0129694 -1.0676551 -1.1223407
## 2: -0.5547933 -0.5910231 -0.6272529 -0.6634827 -0.6997125 -0.7359423 -0.7721721
## 3: 1.0744280 1.0293465 0.9842650 0.9391836 0.8941022 0.8305555 0.7308959
## 4: -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8607043
## 5: 0.4189429 0.4030096 0.3999527 0.3995809 0.3995809 0.3976764 0.3863819
## 6: 1.4838991 1.4746647 1.4654302 1.4561958 1.4469614 1.4377269 1.4284925
## XT130 XT131 XT132 XT133 XT134 XT135
## 1: -1.1770263 -1.2317119 -1.2929598 -1.3542077 -1.5182647 -1.68232160
## 2: -0.8084020 -0.8446318 -0.8808617 -0.9170916 -0.9533215 -0.98955132
## 3: 0.5956515 0.4604070 0.3365333 0.2275812 0.1374182 0.04725522
## 4: -0.8771275 -0.9068616 -0.9365957 -0.9663298 -0.9960638 -1.02579780
## 5: 0.3707397 0.3548064 0.3425099 0.3362512 0.3362512 0.33625122
## 6: 1.4132027 1.3979129 1.3794440 1.3609751 1.3432631 1.32555120
## XT136 XT137 XT138 XT139 XT140 XT141
## 1: -1.84637860 -2.0104356 -2.1744925 -2.3385495 -2.4522956 -2.5660417
## 2: -1.02578110 -1.0620110 -1.0982408 -1.1344706 -1.1551161 -1.1701065
## 3: -0.04290776 -0.1330707 -0.2232337 -0.3133967 -0.3910227 -0.4537770
## 4: -1.06827500 -1.1277431 -1.1872112 -1.2341906 -1.2697384 -1.2994724
## 5: 0.33310331 0.3225365 0.3066032 0.2906698 0.2747365 0.2588033
## 6: 1.31631670 1.3070823 1.2978479 1.2886134 1.2746861 1.2607587
## XT142 XT143 XT144 XT145 XT146 XT147 XT148
## 1: -2.6754130 -2.7847843 -2.8941556 -3.0035269 -2.9422789 -2.8810310 -2.7716597
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -0.4988584 -0.5439399 -0.5890213 -0.6341028 -0.6791843 -0.7242658 -0.7693472
## 4: -1.3183228 -1.3285996 -1.3285996 -1.3206718 -1.3043269 -1.2745929 -1.2448589
## 5: 0.2428700 0.2269367 0.2130464 0.2098194 0.2095916 0.2095916 0.2011208
## 6: 1.2422898 1.2238209 1.2053521 1.1868832 1.2029299 1.2189766 1.2374455
## XT149 XT150 XT151 XT152 XT153 XT154
## 1: -2.6622885 -2.5529172 -2.4435459 -2.26417700 -2.08480810 -1.86606550
## 2: -1.1701065 -1.1701065 -1.1701065 -1.17010650 -1.17010650 -1.17010650
## 3: -0.8144287 -0.8595102 -0.9045917 -0.95618455 -1.03949970 -1.12828710
## 4: -1.2151248 -1.1853907 -1.1556566 -1.14004570 -1.13805890 -1.13805890
## 5: 0.1797419 0.1478753 0.1160087 0.09255608 0.08293204 0.08293204
## 6: 1.2559144 1.2643920 1.2728695 1.26363510 1.25440060 1.24516620
## XT155 XT156 XT157 XT158 XT159 XT160
## 1: -1.64732290 -1.42858030 -1.20983780 -0.99109515 -0.77235254 -0.55360985
## 2: -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650
## 3: -1.21845010 -1.30618340 -1.35354740 -1.39934660 -1.44371030 -1.48650920
## 4: -1.13805890 -1.13805890 -1.13805890 -1.14881520 -1.16779300 -1.19752710
## 5: 0.08278967 0.08097449 0.06720045 0.05126718 0.03533391 0.01940062
## 6: 1.23593180 1.20489800 1.17386420 1.13692640 1.09998860 1.06501880
## XT161 XT162 XT163 XT164 XT165 XT166
## 1: -0.334867160 -0.11612452 0.10261812 0.28198712 0.46135613 0.57072745
## 2: -1.170106500 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650
## 3: -1.488938800 -1.48893880 -1.49031440 -1.49716220 -1.53573230 -1.58081390
## 4: -1.206120400 -1.18599760 -1.12652950 -1.06904820 -1.02519100 -0.99545699
## 5: 0.003467315 -0.01246599 -0.02839931 -0.04433261 -0.06026589 -0.07619918
## 6: 1.030049100 1.00234570 0.97464242 0.94693909 0.91923577 0.89153245
## XT167 XT168 XT169 XT170 XT171 XT172
## 1: 0.68009877 0.7894701 0.8988414 1.0082127 1.1175841 1.2269552
## 2: -1.17010650 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.62390190 -1.6461573 -1.6201889 -1.5751074 -1.5300258 -1.5005039
## 4: -0.96572297 -0.9359889 -0.9062548 -0.8765207 -0.8333975 -0.7818572
## 5: -0.09213246 -0.1080657 -0.1239990 -0.1399323 -0.1560934 -0.1752537
## 6: 0.86382912 0.8361258 0.8084225 0.7807192 0.7530158 0.7253125
## XT173 XT174 XT175 XT176 XT177 XT178 XT179
## 1: 1.3363264 1.4456976 1.5550688 1.6556903 1.7563118 1.7563118 1.7563118
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4712661 -1.4387215 -1.3936401 -1.3485586
## 4: -0.7223891 -0.6731977 -0.6325801 -0.6028461 -0.5731121 -0.5433781 -0.5136441
## 5: -0.2050773 -0.2369439 -0.2688104 -0.3006770 -0.3325436 -0.3644101 -0.3962767
## 6: 0.6976092 0.6699058 0.6422025 0.6099576 0.5777128 0.5407750 0.5038372
## XT180 XT181 XT182 XT183 XT184 XT185 XT186
## 1: 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.3034771 -1.2583957 -1.2133142 -1.1682327 -1.1419404 -1.1305697 -1.1305697
## 4: -0.4839100 -0.5221395 -0.6113416 -0.7005438 -0.7739197 -0.8382913 -0.8977594
## 5: -0.4281433 -0.4600099 -0.4918765 -0.5237430 -0.5493510 -0.5689210 -0.5848542
## 6: 0.4668995 0.4299617 0.3845464 0.3391311 0.2929589 0.2467867 0.1974354
## XT187 XT188 XT189 XT190 XT191 XT192
## 1: 1.7563118 1.75631180 1.75631180 1.66881480 1.58131790 1.4719467
## 2: -1.1701065 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.1701065
## 3: -1.1305697 -1.14836210 -1.18421100 -1.22929240 -1.27437390 -1.3036964
## 4: -0.9172950 -0.91292983 -0.88319573 -0.84401683 -0.79520716 -0.7357390
## 5: -0.6010786 -0.62165065 -0.65161268 -0.68347926 -0.71460238 -0.7403551
## 6: 0.1480841 0.09267746 0.03727079 -0.01813588 -0.07354255 -0.1431793
## XT193 XT194 XT195 XT196 XT197 XT198 XT199
## 1: 1.3625755 1.2532043 1.1438331 1.0344618 0.9250906 0.8157192 0.7063479
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1638702 -1.1502098 -1.1196223 -1.0833925
## 3: -1.3097543 -1.3097543 -1.3097543 -1.3224432 -1.3658127 -1.4107596 -1.4542711
## 4: -0.6762710 -0.6168029 -0.5573349 -0.4978668 -0.4383987 -0.3789306 -0.3194625
## 5: -0.7403551 -0.7403551 -0.7403551 -0.7462538 -0.7601204 -0.7760537 -0.7919871
## 6: -0.2128161 -0.2866916 -0.3605672 -0.4344427 -0.5083182 -0.5821937 -0.6560692
## XT200 XT201 XT202 XT203 XT204 XT205 XT206
## 1: 0.5969766 0.4876053 0.4351070 0.3826088 0.3826088 0.3826088 0.3826088
## 2: -1.0471627 -1.0153357 -0.9921724 -0.9836120 -0.9836120 -0.9836120 -0.9809006
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388
## 4: -0.2761436 -0.2405762 -0.2108422 -0.1939883 -0.1853558 -0.1853558 -0.1936164
## 5: -0.8006691 -0.8036849 -0.8036849 -0.8040171 -0.8100677 -0.8242570 -0.8401903
## 6: -0.7299447 -0.8038202 -0.8719431 -0.9400661 -1.0047072 -1.0693484 -1.1339895
## XT207 XT208 XT209 XT210 XT211 XT212 XT213
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: -0.9684280 -0.9438185 -0.9075886 -0.8713588 -0.8362909 -0.8119397 -0.7971172
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4854701 -1.4689212 -1.4284498
## 4: -0.2132694 -0.2428371 -0.2704473 -0.2806262 -0.2806262 -0.2806262 -0.2994179
## 5: -0.8561236 -0.8720568 -0.8879901 -0.9039234 -0.9198567 -0.9293810 -0.9303444
## 6: -1.1986306 -1.2632718 -1.3279129 -1.3925541 -1.4571953 -1.5086659 -1.5601366
## XT214 XT215 XT216 XT217 XT218 XT219 XT220
## 1: 0.3957333 0.4088578 0.4635434 0.5182290 0.5729146 0.6276002 0.6768172
## 2: -0.7971172 -0.7971172 -0.7971172 -0.7860778 -0.7680146 -0.7317848 -0.6955550
## 3: -1.3833683 -1.3403153 -1.3163479 -1.3097543 -1.3097543 -1.3097543 -1.3097543
## 4: -0.3261374 -0.3558715 -0.3856055 -0.4153396 -0.4450737 -0.4506134 -0.4377919
## 5: -0.9303444 -0.9303444 -0.9221227 -0.9085622 -0.8926289 -0.8770468 -0.8685760
## 6: -1.5970744 -1.6340121 -1.6709498 -1.7078875 -1.7448253 -1.7817630 -1.8187008
## XT221 XT222 XT223 XT224 XT225 XT226
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.726034290
## 2: -0.6593252 -0.6322755 -0.6106229 -0.6106229 -0.6106229 -0.610622870
## 3: -1.3097543 -1.3097543 -1.3097543 -1.2834719 -1.2458413 -1.200759900
## 4: -0.4073531 -0.3648759 -0.2939761 -0.2047740 -0.1155719 -0.005131088
## 5: -0.8670147 -0.8670147 -0.8683671 -0.8736703 -0.8896036 -0.905536880
## 6: -1.8556385 -1.8774378 -1.8992370 -1.8900024 -1.8807679 -1.871533300
## XT227 XT228 XT229 XT230 XT231 XT232 XT233
## 1: 0.7260343 0.7785326 0.8310309 0.8857167 0.9404024 0.9950881 1.0497738
## 2: -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229
## 3: -1.1556784 -1.1105969 -1.0655154 -1.0204339 -0.9753525 -0.9302710 -0.8851895
## 4: 0.1138051 0.2327414 0.3325139 0.4257092 0.5149114 0.5568992 0.5768067
## 5: -0.9214701 -0.9374034 -0.9533367 -0.9692701 -0.9852034 -0.9919666 -0.9936742
## 6: -1.8622988 -1.8391371 -1.8159754 -1.7882722 -1.7605690 -1.7345311 -1.7084931
## XT234 XT235 XT236 XT237 XT238 XT239 XT240
## 1: 1.0596173 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607
## 2: -0.6106229 -0.6106229 -0.6106229 -0.6061684 -0.5972594 -0.5666720 -0.5304422
## 3: -0.8401080 -0.7950266 -0.7499451 -0.7048636 -0.6597821 -0.6120094 -0.5462224
## 4: 0.5761216 0.5548830 0.5112704 0.4518023 0.3923342 0.3328661 0.2733980
## 5: -0.9936742 -0.9936742 -0.9936742 -0.9936742 -0.9936742 -0.9918646 -0.9854051
## 6: -1.6900242 -1.6715553 -1.6530865 -1.6346176 -1.6161487 -1.5976798 -1.5792110
## XT241 XT242 XT243 XT244 XT245 XT246
## 1: 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607 1.0104002
## 2: -0.4942124 -0.4579826 -0.4217528 -0.3855229 -0.3492930 -0.3130631
## 3: -0.4560594 -0.3658964 -0.2811060 -0.2101085 -0.1650271 -0.1199456
## 4: 0.2139299 0.1984854 0.1957254 0.1957254 0.2532751 0.3286183
## 5: -0.9694717 -0.9535384 -0.9397058 -0.9390169 -0.9549503 -0.9708836
## 6: -1.5607422 -1.5419705 -1.5231988 -1.4954954 -1.4677920 -1.4400886
## XT247 XT248 XT249 XT250 XT251 XT252
## 1: 0.95133972 0.84196835 0.73259698 0.62322566 0.51385434 0.42635724
## 2: -0.27884746 -0.25033870 -0.23763371 -0.23763371 -0.23763371 -0.23763371
## 3: -0.08188148 -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207
## 4: 0.41782045 0.50702262 0.59622481 0.68738449 0.79357756 0.92815400
## 5: -0.98681688 -0.99265395 -0.99367425 -0.99367425 -0.99399695 -1.00428300
## 6: -1.41238520 -1.38892060 -1.36545590 -1.34698710 -1.32851830 -1.31004940
## XT253 XT254 XT255 XT256 XT257 XT258
## 1: 0.33886014 0.28417443 0.22948873 0.17480298 0.12011723 0.05121327
## 2: -0.23763371 -0.23763371 -0.23763371 -0.23763371 -0.23763371 -0.23763371
## 3: -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207
## 4: 1.07635440 1.22290080 1.34807150 1.46700770 1.58594380 1.70488000
## 5: -1.01908680 -1.03502010 -1.05095340 -1.06688660 -1.08282000 -1.09875330
## 6: -1.29158050 -1.27311170 -1.25464280 -1.23617390 -1.21770500 -1.19635980
## XT259 XT260 XT261 XT262 XT263 XT264
## 1: -0.01769069 -0.12706188 -0.2364331 -0.3458042 -0.4551754 -0.5579844
## 2: -0.23763371 -0.23763371 -0.2376337 -0.2376337 -0.2376337 -0.2376337
## 3: -0.06119350 -0.08744345 -0.1296467 -0.1747281 -0.2165800 -0.2308463
## 4: 1.82381620 1.94275240 2.0616886 2.1806248 2.2983864 2.4045796
## 5: -1.11468660 -1.13061990 -1.1465531 -1.1624864 -1.1784197 -1.1723525
## 6: -1.17501460 -1.14731120 -1.1196078 -1.0919044 -1.0642010 -0.9956239
## XT265 XT266 XT267 XT268 XT269 XT270
## 1: -0.6607933 -0.7154791 -0.7701648 -0.8248505 -0.87953624 -0.934221990
## 2: -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.23763371 -0.237633710
## 3: -0.2346465 -0.2346465 -0.2346465 -0.1645038 -0.08171203 0.008450843
## 4: 2.4998109 2.5852256 2.6553133 2.6727544 2.67275440 2.672754400
## 5: -1.1570409 -1.1411076 -1.1254496 -1.1212141 -1.12033380 -1.120333800
## 6: -0.9270468 -0.8439369 -0.7608270 -0.6671202 -0.57341336 -0.425662320
## XT271 XT272 XT273 XT274 XT275 XT276
## 1: -0.98890774 -0.9900015 -0.99109518 -0.9910952 -0.9910952 -0.9910952
## 2: -0.23763371 -0.2376337 -0.23763371 -0.2376337 -0.2376337 -0.2376337
## 3: 0.09861372 0.1186538 0.12372234 0.1237223 0.1237223 0.1577372
## 4: 2.59629520 2.5070927 2.41789040 2.3286882 2.2394860 2.1514583
## 5: -1.12033380 -1.1203338 -1.12033380 -1.1203338 -1.1231527 -1.1322334
## 6: -0.27791127 -0.1301602 0.01759083 0.1326429 0.2476949 0.3400394
## XT277 XT278 XT279 XT280 XT281 XT282
## 1: -0.9910952 -0.9910952 -0.9910952 -0.9910952 -0.9910952 -0.9910952
## 2: -0.2376337 -0.2353742 -0.2312167 -0.2002161 -0.1639863 -0.1277565
## 3: 0.2024724 0.2474667 0.2885537 0.3029072 0.3029072 0.3029072
## 4: 2.0792471 2.0149636 1.9554955 1.8960274 1.8365593 1.7806733
## 5: -1.1481666 -1.1640999 -1.1792739 -1.1836636 -1.1836636 -1.1836636
## 6: 0.4323838 0.5238200 0.6152561 0.6521938 0.6891316 0.7260694
## XT283 XT284 XT285 XT286 XT287 XT288
## 1: -0.99109518 -0.99109518 -0.99109518 -0.99109518 -0.99109518 -0.99109518
## 2: -0.09303731 -0.06037112 -0.05113937 -0.05113937 -0.05113937 -0.05113937
## 3: 0.29513240 0.26695612 0.22187458 0.17679304 0.13171150 0.08663002
## 4: 1.73394840 1.75099800 1.78073210 1.81046620 1.78828800 1.76070710
## 5: -1.18386920 -1.19697890 -1.21230310 -1.22823640 -1.24416970 -1.26010290
## 6: 0.76300716 0.77542067 0.78783418 0.76936529 0.75089640 0.73242751
## XT289 XT290 XT291 XT292 XT293 XT294
## 1: -0.99109518 -0.991095180 -0.99109518 -0.99109518 -0.99109518 -0.99109518
## 2: -0.05113937 -0.051139370 -0.05113937 -0.05113937 -0.05157836 -0.05395409
## 3: 0.04154861 -0.003532826 -0.03656331 -0.05546207 -0.05546207 -0.05546207
## 4: 1.73097300 1.701239000 1.67150500 1.64403180 1.62916480 1.62478010
## 5: -1.27603620 -1.291969500 -1.30423280 -1.31032300 -1.31032300 -1.31032300
## 6: 0.71395862 0.687466370 0.66097412 0.63327079 0.60556747 0.58603890
## XT295 XT296 XT297 XT298 XT299 XT300
## 1: -0.99109518 -0.99109518 -0.9910952 -0.9910952 -0.9910952 -0.9910952
## 2: -0.07252088 -0.10875067 -0.1449805 -0.1810941 -0.2155421 -0.2376337
## 3: -0.06809614 -0.09483699 -0.1399184 -0.1849999 -0.2300813 -0.2751628
## 4: 1.62258770 1.61409230 1.5883710 1.5586369 1.5289028 1.4991688
## 5: -1.31239360 -1.32423940 -1.3401727 -1.3561061 -1.3720394 -1.3879726
## 6: 0.56651033 0.56651033 0.5665103 0.5665103 0.5665103 0.5665103
## XT301 XT302 XT303 XT304 XT305 XT306 XT307
## 1: -0.9910952 -0.9757832 -0.9604711 -0.9057854 -0.8510997 -0.7964140 -0.7417282
## 2: -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337
## 3: -0.3202444 -0.3653259 -0.3890267 -0.3713365 -0.3270922 -0.2820107 -0.2369291
## 4: 1.4694348 1.4391135 1.3838932 1.3262260 1.2667580 1.2072899 1.1478218
## 5: -1.4039059 -1.4198392 -1.4323556 -1.4369826 -1.4369826 -1.4369826 -1.4369826
## 6: 0.5665103 0.5665103 0.5665103 0.5678728 0.5692352 0.5784697 0.5877041
## XT308 XT309 XT310 XT311 XT312 XT313
## 1: -0.6946985 -0.6476688 -0.6476688 -0.64766875 -0.64766875 -0.64766875
## 2: -0.2376337 -0.2376337 -0.2376337 -0.23763371 -0.23763371 -0.23763371
## 3: -0.1918477 -0.1467662 -0.1016848 -0.06120346 -0.05663826 -0.05546207
## 4: 1.0943436 1.0603618 1.0531583 1.04446710 1.01898080 0.90994938
## 5: -1.4369826 -1.4369826 -1.4369826 -1.44034250 -1.45251250 -1.46844580
## 6: 0.5969386 0.6061730 0.6207059 0.63523879 0.65370767 0.67217655
## XT314 XT315
## 1: -0.64766875 -0.64766875
## 2: -0.23763371 -0.23763371
## 3: -0.05546207 -0.05546207
## 4: 0.79101316 0.67207694
## 5: -1.48437920 -1.50031250
## 6: 0.69064543 0.70911432## class YT1 YT2 YT3 YT4 YT5 YT6
## 1: 6 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958
## 2: 5 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239
## 3: 5 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 3 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: 4 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: 8 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT7 YT8 YT9 YT10 YT11 YT12 YT13
## 1: -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958
## 2: 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT14 YT15 YT16 YT17 YT18 YT19 YT20
## 1: -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.0515592
## 2: 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT21 YT22 YT23 YT24 YT25 YT26 YT27
## 1: -1.9837226 -1.8667630 -1.7498034 -1.6328438 -1.5158842 -1.4503868 -1.3848894
## 2: 0.6666239 0.6850068 0.7202408 0.7574904 0.7951970 0.8329035 0.8566885
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT28 YT29 YT30 YT31 YT32 YT33 YT34
## 1: -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8597792 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3821855 0.4311240
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT35 YT36 YT37 YT38 YT39 YT40 YT41
## 1: -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1898701 -0.1943401
## 4: 0.4859260 0.5330415 0.5534326 0.5570033 0.5662498 0.5907190 0.6455586
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3724914
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0230950 -0.9661096 -0.9081745 -0.8502393
## YT42 YT43 YT44 YT45 YT46 YT47 YT48
## 1: -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.2125492 -0.2307584 -0.2479439 -0.2621058 -0.2621058 -0.2621058 -0.2621058
## 4: 0.6967335 0.7399400 0.7399400 0.7399400 0.7399400 0.7399400 0.7399400
## 5: -0.3247511 -0.2667493 -0.2087474 -0.1765722 -0.1668980 -0.1668980 -0.1636934
## 6: -0.8160481 -0.7818568 -0.7818568 -0.7818568 -0.7818568 -0.7818568 -0.7818568
## YT49 YT50 YT51 YT52 YT53 YT54
## 1: -1.3848894 -1.38488940 -1.38488940 -1.38488940 -1.38488940 -1.38488940
## 2: 0.8607198 0.86071984 0.86071984 0.86071984 0.86071984 0.86071984
## 3: -0.2621058 -0.26210580 -0.26210580 -0.26210580 -0.26210580 -0.26210580
## 4: 0.7399400 0.73993996 0.73993996 0.75151682 0.78414253 0.83898233
## 5: -0.1482753 -0.09127556 -0.03327389 0.02359626 0.06364033 0.06364033
## 6: -0.7818568 -0.78185684 -0.78185684 -0.78185684 -0.78185684 -0.78185684
## YT55 YT56 YT57 YT58 YT59 YT60
## 1: -1.38488940 -1.38488940 -1.38488940 -1.38488940 -1.38488940 -1.38488940
## 2: 0.86071984 0.86071984 0.86071984 0.86071984 0.86071984 0.86071984
## 3: -0.26210580 -0.26210580 -0.26210580 -0.26210580 -0.26210580 -0.26173439
## 4: 0.87728374 0.89258176 0.83548672 0.78301493 0.73993996 0.73993996
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -0.78185684 -0.78185684 -0.78185684 -0.78185684 -0.78185684 -0.78185684
## YT61 YT62 YT63 YT64 YT65 YT66
## 1: -1.38488940 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.86071984 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.25228406 -0.2369818 -0.2187726 -0.2005635 -0.1718985 -0.1385603
## 4: 0.73993996 0.7399400 0.7399400 0.7399400 0.7399400 0.7399400
## 5: 0.09383746 0.1436680 0.2016697 0.2555598 0.2930039 0.2941786
## 6: -0.78185684 -0.7707763 -0.7596958 -0.6631372 -0.5665786 -0.4700200
## YT67 YT68 YT69 YT70 YT71 YT72
## 1: -1.3848894 -1.38488940 -1.38488940 -1.341848300 -1.29880710 -1.20523940
## 2: 0.8607198 0.86071984 0.86071984 0.860719840 0.86071984 0.86071984
## 3: -0.1021420 -0.06572382 -0.02930557 0.007112684 0.04353095 0.07994922
## 4: 0.7399400 0.73993996 0.73993996 0.739939960 0.73993996 0.73993996
## 5: 0.2941786 0.29417865 0.29417865 0.294178650 0.29417865 0.29417865
## 6: -0.3734614 -0.26645548 -0.15944956 -0.043579250 0.07229106 0.18816136
## YT73 YT74 YT75 YT76 YT77 YT78 YT79
## 1: -1.1116717 -1.0181040 -0.9245362 -0.8234831 -0.7224300 -0.6054704 -0.4885108
## 2: 0.8701935 0.8992460 0.9336602 0.9713667 1.0090731 1.0467796 1.0844861
## 3: 0.1058996 0.1262788 0.1444880 0.1626971 0.1907521 0.2260833 0.2625015
## 4: 0.7399400 0.7372901 0.7224620 0.6653671 0.6082722 0.5511773 0.4940825
## 5: 0.2941786 0.2941786 0.2941786 0.2941786 0.2941786 0.2941786 0.2941786
## 6: 0.3040317 0.4199020 0.5357723 0.6516426 0.7675129 0.8605892 0.9536654
## YT80 YT81 YT82 YT83 YT84 YT85
## 1: -0.3715511 -0.2545915 -0.1586847 -0.06277777 -0.06277777 -0.06277777
## 2: 1.1221926 1.1598991 1.1976056 1.23289320 1.24278350 1.24891110
## 3: 0.2985312 0.3261182 0.3443273 0.36253647 0.38074563 0.39895477
## 4: 0.4369876 0.3951155 0.3747245 0.37406670 0.37406670 0.37406670
## 5: 0.2991165 0.3248135 0.3815485 0.43955033 0.49133592 0.52471758
## 6: 1.0116008 1.0695362 1.1274716 1.18540710 1.22751300 1.26961890
## YT86 YT87 YT88 YT89 YT90 YT91
## 1: -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777
## 2: 1.24891110 1.24891110 1.24891110 1.27522230 1.30516180 1.34286820
## 3: 0.41716388 0.43537299 0.45102753 0.46164942 0.46164942 0.46164942
## 4: 0.37406670 0.37406670 0.37406670 0.37406670 0.37406670 0.37406670
## 5: 0.52471758 0.52471758 0.52471758 0.52471758 0.52471758 0.52471758
## 6: 1.30824230 1.34686580 1.39023780 1.43360970 1.49154470 1.54947960
## YT92 YT93 YT94 YT95 YT96 YT97
## 1: -0.06277777 -0.06277777 -0.06277777 -0.06277777 0.02143312 0.1056440
## 2: 1.38057470 1.41828120 1.43345250 1.44300680 1.44300680 1.4430068
## 3: 0.46164942 0.46164942 0.46164942 0.46164942 0.46164942 0.4616494
## 4: 0.37406670 0.37406670 0.39163869 0.43649895 0.49291725 0.5337745
## 5: 0.52471758 0.52471758 0.52471758 0.52471758 0.52471758 0.5247176
## 6: 1.60741450 1.66534930 1.71030440 1.75525940 1.79388280 1.8325063
## YT98 YT99 YT100 YT101 YT102 YT103 YT104
## 1: 0.1992117 0.2927793 0.3863470 0.4799146 0.5734823 0.6670500 0.7606177
## 2: 1.4430068 1.4240998 1.3978826 1.3601761 1.3224697 1.2847632 1.2624833
## 3: 0.4616494 0.4616494 0.4616494 0.4616494 0.4616494 0.4616494 0.4653736
## 4: 0.5570033 0.5570033 0.5693131 0.5954550 0.6525499 0.7096447 0.7667396
## 5: 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176
## 6: 1.8673306 1.9021549 1.9021549 1.9021549 1.9021549 1.9021549 1.8920243
## YT105 YT106 YT107 YT108 YT109 YT110 YT111
## 1: 0.8541854 0.9477532 1.0413209 1.0913796 1.1414383 1.1648302 1.1882221
## 2: 1.2501205 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111
## 3: 0.4884231 0.5220392 0.5584575 0.5948757 0.6312940 0.6677122 0.7041304
## 4: 0.8238347 0.8809297 0.8989340 0.8499954 0.7935394 0.7364444 0.6793495
## 5: 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176
## 6: 1.8818937 1.8625823 1.8432709 1.8239594 1.8046479 1.7302504 1.6558529
## YT112 YT113 YT114 YT115 YT116 YT117 YT118
## 1: 1.2116140 1.2350059 1.2471697 1.2593335 1.2593335 1.2593335 1.2593335
## 2: 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111
## 3: 0.7405486 0.7911831 0.8445021 0.8991295 0.9537569 0.9943815 1.0314339
## 4: 0.6222546 0.5651597 0.5080649 0.4509700 0.3826741 0.2994937 0.1853038
## 5: 0.5310662 0.5670420 0.6238343 0.6818361 0.7178809 0.7126724 0.6546707
## 6: 1.5786061 1.5013592 1.4313938 1.3614285 1.3034931 1.2455578 1.1876223
## YT119 YT120 YT121 YT122 YT123 YT124
## 1: 1.25933350 1.243427000 1.227520500 1.180736600 1.13395270 1.0871689
## 2: 1.24891110 1.248911100 1.248911100 1.248911100 1.24891110 1.2459279
## 3: 1.06790650 1.105016200 1.154518300 1.209145600 1.26377300 1.3135066
## 4: 0.07757891 0.008192965 0.008192965 0.008192965 -0.01390833 -0.0628845
## 5: 0.59666902 0.546190720 0.524717580 0.524717580 0.52471758 0.5247176
## 6: 1.12968690 1.071751700 1.013816600 0.955881410 0.89794625 0.8444433
## YT125 YT126 YT127 YT128 YT129 YT130 YT131
## 1: 1.0403850 0.9842444 0.9281038 0.8345360 0.7409683 0.6474006 0.5538329
## 2: 1.2230568 1.1938967 1.1561902 1.1184837 1.0807773 1.0430708 1.0053643
## 3: 1.3444463 1.3626554 1.3808646 1.3990738 1.4172831 1.4354924 1.4537018
## 4: -0.1199795 -0.1770745 -0.2341694 -0.2912643 -0.3645968 -0.4532274 -0.5674173
## 5: 0.6184648 0.7317618 0.8477653 0.9568357 1.0317240 1.0907852 1.1487869
## 6: 0.7909403 0.7523169 0.7136934 0.6750700 0.6364465 0.6231499 0.6098533
## YT132 YT133 YT134 YT135 YT136 YT137
## 1: 0.4602652 0.3666975 0.2731298 0.1795622 0.08599451 -0.007573141
## 2: 0.9676579 0.9299514 0.8922449 0.8545384 0.81683187 0.779125350
## 3: 1.4673183 1.4749076 1.4749076 1.4749076 1.47994520 1.490581000
## 4: -0.6721916 -0.7596757 -0.8167707 -0.8738656 -0.95542974 -1.069619600
## 5: 1.1935499 1.2163332 1.2163332 1.2163332 1.22779240 1.266258600
## 6: 0.6098533 0.6098533 0.6082704 0.6066875 0.58737575 0.568064050
## YT138 YT139 YT140 YT141 YT142 YT143 YT144
## 1: -0.1011408 -0.1947084 -0.2021939 -0.2096793 -0.2096793 -0.2096793 -0.2096793
## 2: 0.7414188 0.7037123 0.6660057 0.6282992 0.5905928 0.5528864 0.5151799
## 3: 1.5087899 1.5269987 1.5401438 1.5472821 1.5472821 1.5472821 1.5519534
## 4: -1.1838095 -1.2979993 -1.4121892 -1.5263790 -1.5987720 -1.6382385 -1.6382385
## 5: 1.3242603 1.3821354 1.4386686 1.4468715 1.4468715 1.4468715 1.4468715
## 6: 0.5487523 0.5294406 0.5395714 0.5497022 0.5883256 0.6269491 0.6655725
## YT145 YT146 YT147 YT148 YT149 YT150
## 1: -0.2096793 -0.1549422 -0.1002051 -0.03002934 0.0401464 0.1103222
## 2: 0.4907769 0.4734690 0.4725284 0.47252837 0.4725284 0.4619931
## 3: 1.5638780 1.5820873 1.6002966 1.61464590 1.6192558 1.6196585
## 4: -1.6382385 -1.6382385 -1.6382385 -1.63128490 -1.6032824 -1.5461875
## 5: 1.4468715 1.4468715 1.4468715 1.44687150 1.4468715 1.4468715
## 6: 0.7041960 0.6886832 0.6731705 0.65385878 0.6345470 0.6152353
## YT151 YT152 YT153 YT154 YT155 YT156 YT157
## 1: 0.1804979 0.2506737 0.3208494 0.3910252 0.4612010 0.5313767 0.6015525
## 2: 0.4422127 0.4076238 0.3699174 0.3322110 0.3024194 0.2838752 0.2784329
## 3: 1.6196585 1.6196585 1.6196585 1.6196585 1.6196585 1.6186771 1.6013898
## 4: -1.4890926 -1.4319976 -1.3749027 -1.3178078 -1.2858962 -1.2723649 -1.2723649
## 5: 1.4468715 1.4468715 1.4468715 1.4468715 1.4473897 1.4539975 1.5041391
## 6: 0.5959236 0.5766119 0.5573001 0.5379884 0.5186768 0.5145611 0.5104455
## YT158 YT159 YT160 YT161 YT162 YT163 YT164
## 1: 0.6717283 0.7419040 0.8120799 0.8822557 0.9524315 1.0226073 1.0843620
## 2: 0.2784329 0.2784329 0.2729906 0.2544464 0.2246547 0.1869482 0.1492416
## 3: 1.5834703 1.5652609 1.5470516 1.5288427 1.5106339 1.4924250 1.4742160
## 4: -1.2723649 -1.2723649 -1.2723649 -1.2588335 -1.2269220 -1.1698270 -1.1127321
## 5: 1.5621409 1.6201428 1.6702843 1.6768921 1.6774104 1.6774104 1.6774104
## 6: 0.5104455 0.5104455 0.5063299 0.5022143 0.4829025 0.4635908 0.4442790
## YT165 YT166 YT167 YT168 YT169 YT170
## 1: 1.1461167 1.19290050 1.2396843 1.286468100 1.33325190 1.36974320
## 2: 0.1115351 0.07382856 0.0361221 -0.001584341 -0.03929078 -0.07699722
## 3: 1.4560067 1.43779740 1.4191854 1.396366200 1.36380800 1.32738970
## 4: -1.0556372 -0.99854223 -0.9414473 -0.855259870 -0.74802358 -0.63383364
## 5: 1.6774104 1.67741040 1.6774104 1.677410400 1.67741040 1.67741040
## 6: 0.4249673 0.40565557 0.3863438 0.367032150 0.34772045 0.32967509
## YT171 YT172 YT173 YT174 YT175 YT176 YT177
## 1: 1.4062346 1.4062346 1.4062346 1.4062346 1.4062346 1.4043633 1.4024919
## 2: -0.1147037 -0.1524102 -0.1901168 -0.2278233 -0.2655299 -0.3032364 -0.3409429
## 3: 1.2909714 1.2608379 1.2379575 1.2197484 1.2015393 1.1833302 1.1651211
## 4: -0.5453534 -0.4730357 -0.4159408 -0.3588460 -0.3017511 -0.2446562 -0.1875613
## 5: 1.6765812 1.6648340 1.6142692 1.5562673 1.4982655 1.4402637 1.3822620
## 6: 0.3116297 0.3116297 0.3116297 0.3116297 0.3116297 0.3116297 0.3116297
## YT178 YT179 YT180 YT181 YT182 YT183
## 1: 1.3791000 1.35570810 1.33231620 1.30892430 1.2855324 1.2621405
## 2: -0.3786493 -0.41635575 -0.45406219 -0.47866680 -0.4979500 -0.4979500
## 3: 1.1469120 1.12870290 1.10292060 1.07154000 1.0351218 0.9987035
## 4: -0.1304664 -0.07337133 -0.01627632 -0.08968403 -0.2609688 -0.4322536
## 5: 1.3242603 1.26625860 1.20825700 1.15025530 1.0922536 1.0342519
## 6: 0.3116297 0.31162973 0.31162973 0.31162973 0.3116297 0.3116297
## YT184 YT185 YT186 YT187 YT188 YT189 YT190
## 1: 1.2387486 1.2153567 1.1919648 1.1685729 1.1451810 1.1217891 1.0796837
## 2: -0.4979500 -0.4979500 -0.5087003 -0.5241537 -0.5616183 -0.5993247 -0.6370312
## 3: 0.9698745 0.9470725 0.9288634 0.9106542 0.8924451 0.8742359 0.8560268
## 4: -0.5731491 -0.6967546 -0.8109445 -0.8995752 -0.9729078 -1.0300027 -1.0326902
## 5: 0.9990334 0.9857948 0.9857948 0.9847353 0.9678486 0.9167800 0.8587782
## 6: 0.3116297 0.3116297 0.3182780 0.3249263 0.3442380 0.3635497 0.3828614
## YT191 YT192 YT193 YT194 YT195 YT196 YT197
## 1: 1.0375782 0.9907943 0.9440105 0.8972266 0.8504427 0.8190975 0.7877523
## 2: -0.6661912 -0.6890623 -0.6920455 -0.6920455 -0.6920455 -0.6920455 -0.6920455
## 3: 0.8378177 0.8132433 0.7792719 0.7428537 0.7064354 0.6751424 0.6562418
## 4: -0.9798990 -0.8657092 -0.7596382 -0.6804419 -0.6233469 -0.5662519 -0.4744640
## 5: 0.8007763 0.7427745 0.6847728 0.6267712 0.5687695 0.5107677 0.4527659
## 6: 0.4021731 0.3917258 0.3812785 0.3619668 0.3426551 0.3195443 0.2964336
## YT198 YT199 YT200 YT201 YT202 YT203
## 1: 0.7643604 0.7409684 0.7175765 0.69418451 0.67079258 0.647400650
## 2: -0.6920455 -0.6920455 -0.6920455 -0.69204552 -0.69204552 -0.692045520
## 3: 0.6379783 0.6197692 0.6015601 0.58335100 0.56514189 0.544315800
## 4: -0.3635068 -0.2493170 -0.1661366 -0.09784064 -0.04074563 -0.033115425
## 5: 0.3947641 0.3367623 0.2787605 0.22075880 0.16275710 0.105964700
## 6: 0.2578102 0.2191867 0.1805633 0.14193980 0.06722560 -0.007488605
## YT204 YT205 YT206 YT207 YT208 YT209
## 1: 0.62400875 0.60061684 0.57722495 0.55383306 0.53933008 0.52482710
## 2: -0.69204552 -0.69204552 -0.69486746 -0.70784841 -0.73346091 -0.77116747
## 3: 0.51812088 0.46349344 0.40886602 0.35580276 0.30601576 0.26895537
## 4: -0.05705849 -0.11415350 -0.17124847 -0.22834339 -0.28511877 -0.33813545
## 5: 0.06998898 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -0.10404722 -0.20060583 -0.30001370 -0.39942158 -0.55391535 -0.70840912
## YT210 YT211 YT212 YT213 YT214 YT215
## 1: 0.52482710 0.52482710 0.52482710 0.52482710 0.524827100 0.52482710
## 2: -0.80887400 -0.84537112 -0.87071487 -0.88614150 -0.886141500 -0.88614150
## 3: 0.23253715 0.19331674 0.14352978 0.07441741 0.001580879 -0.07043634
## 4: -0.35768077 -0.35768077 -0.35768077 -0.42984817 -0.532461200 -0.64665111
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.063640326 0.06364033
## 6: -0.86290288 -1.01739660 -1.15352840 -1.28966020 -1.405530500 -1.52140080
## YT216 YT217 YT218 YT219 YT220 YT221
## 1: 0.52482710 0.52482710 0.52482710 0.52482710 0.52716629 0.52950549
## 2: -0.88614150 -0.88614150 -0.88614150 -0.88614150 -0.88614150 -0.88614150
## 3: -0.13474453 -0.19203519 -0.24666257 -0.30128996 -0.35591735 -0.41054473
## 4: -0.72988793 -0.79929264 -0.85638753 -0.86702470 -0.84240512 -0.78463366
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -1.63727110 -1.75314150 -1.81677520 -1.88040890 -1.93834400 -1.99627920
## YT222 YT223 YT224 YT225 YT226 YT227
## 1: 0.55289738 0.57628926 0.59968117 0.62307308 0.6464650 0.66985686
## 2: -0.88614150 -0.88614150 -0.88614150 -0.88614150 -0.8861415 -0.88614150
## 3: -0.46517211 -0.51979950 -0.56381101 -0.60323878 -0.6396570 -0.67607528
## 4: -0.71530411 -0.61868623 -0.50449632 -0.39030645 -0.1945524 0.03382744
## 5: 0.06364033 0.05871688 0.03941177 -0.01858989 -0.0765916 -0.13459328
## 6: -2.02255580 -2.04883240 -2.01020900 -1.97158560 -1.9329622 -1.89433880
## YT228 YT229 YT230 YT231 YT232 YT233 YT234
## 1: 0.6707925 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282
## 2: -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415
## 3: -0.7018716 -0.7226354 -0.7408445 -0.7590537 -0.7772628 -0.7954719 -0.8136810
## 4: 0.2622072 0.4537891 0.6327416 0.8040264 0.8544308 0.8483040 0.7898934
## 5: -0.1925950 -0.2505968 -0.3085987 -0.3666005 -0.3912207 -0.3974369 -0.3974369
## 6: -1.8265894 -1.7588401 -1.6815932 -1.6043463 -1.5305819 -1.4568174 -1.3988822
## YT235 YT236 YT237 YT238 YT239 YT240
## 1: 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282 0.67172823
## 2: -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.88614150
## 3: -0.8318901 -0.8500992 -0.8683084 -0.8865175 -0.9047266 -0.92293571
## 4: 0.6920163 0.5511772 0.3821476 0.2271757 0.1398607 0.08276584
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.39743692
## 6: -1.3409471 -1.2830119 -1.2250768 -1.1671416 -1.1092065 -1.05127130
## YT241 YT242 YT243 YT244 YT245 YT246
## 1: 0.67172823 0.6717282 0.6717282 0.6717282 0.6717282 0.6590966
## 2: -0.88614150 -0.8894338 -0.8980877 -0.9263205 -0.9640269 -1.0017334
## 3: -0.94114486 -0.9593540 -0.9775632 -0.9957723 -1.0139814 -1.0321905
## 4: 0.02567097 -0.1159575 -0.2819424 -0.4532272 -0.4771703 -0.4555577
## 5: -0.39743692 -0.3974369 -0.4012605 -0.4290075 -0.4870092 -0.5450109
## 6: -0.99333615 -0.9366673 -0.8799985 -0.8606868 -0.8413750 -0.8220633
## YT247 YT248 YT249 YT250 YT251 YT252
## 1: 0.6464650 0.6230731 0.5996812 0.57628928 0.55289738 0.5295055
## 2: -1.0373436 -1.0670142 -1.0802370 -1.08023700 -1.08023700 -1.0812851
## 3: -1.0475652 -1.0582365 -1.0582365 -1.05823650 -1.06131650 -1.0690698
## 4: -0.3981997 -0.3125573 -0.2108652 -0.08915785 0.09028335 0.3787274
## 5: -0.6030126 -0.6242612 -0.6279754 -0.62797537 -0.62915009 -0.6665943
## 6: -0.8027515 -0.8011686 -0.7995857 -0.81889740 -0.83820916 -0.8575209
## YT253 YT254 YT255 YT256 YT257 YT258 YT259
## 1: 0.5061135 0.4827216 0.4593296 0.4359377 0.4125457 0.3891538 0.3657618
## 2: -1.0887028 -1.1092896 -1.1469961 -1.1847027 -1.2222614 -1.2531684 -1.2743330
## 3: -1.0872789 -1.1054881 -1.1236972 -1.1419064 -1.1601155 -1.1783246 -1.1988487
## 4: 0.7203948 1.0588861 1.3563322 1.6418069 1.9272816 2.1696814 2.4026844
## 5: -0.7204845 -0.7784862 -0.8364880 -0.8944897 -0.9524914 -1.0104932 -1.0614121
## 6: -0.8768327 -0.9132400 -0.9496473 -0.9882707 -1.0268941 -1.0294268 -1.0319594
## YT260 YT261 YT262 YT263 YT264 YT265 YT266
## 1: 0.3423699 0.3189780 0.2955861 0.2721942 0.2488023 0.2254104 0.2020185
## 2: -1.2743330 -1.2743330 -1.2743330 -1.2799097 -1.2922590 -1.3299654 -1.3676719
## 3: -1.2276606 -1.2629163 -1.2993346 -1.3344484 -1.3584199 -1.3781640 -1.3963731
## 4: 2.6310642 2.8232473 3.0039288 3.1684477 3.2663246 3.3010551 3.2889333
## 5: -1.0890525 -1.0890525 -1.0890525 -1.0890525 -1.0890525 -1.0890525 -1.0890525
## 6: -0.9547126 -0.8774657 -0.8002189 -0.7229720 -0.5887397 -0.4545074 -0.3000137
## YT267 YT268 YT269 YT270 YT271 YT272
## 1: 0.1786266 0.155234720 0.1318428 0.1084509 0.08505903 0.08459119
## 2: -1.4053783 -1.434377100 -1.4560657 -1.4183592 -1.38065280 -1.34294630
## 3: -1.4145822 -1.432791300 -1.4510005 -1.4692097 -1.48741880 -1.49146610
## 4: 3.2277602 2.998102600 2.7126281 2.4271536 2.09274050 1.75017100
## 5: -1.0890525 -1.089052500 -1.0890525 -1.0890525 -1.08905250 -1.08905250
## 6: -0.1455199 0.008973854 0.1634676 0.3179614 0.47245513 0.62694889
## YT273 YT274 YT275 YT276 YT277 YT278
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.30851870 -1.27575740 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.49248970 -1.49248970 -1.49248970 -1.50622880 -1.52429800 -1.54247190
## 4: 1.40760140 1.06503180 0.72246216 0.38214773 0.07220378 -0.22251734
## 5: -1.08905250 -1.08905250 -1.09931400 -1.13237030 -1.19037200 -1.24837370
## 6: 0.78144266 0.89034808 0.99925351 1.07650040 1.15374720 1.22941110
## YT279 YT280 YT281 YT282 YT283 YT284
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.55906760 -1.56486520 -1.56486520 -1.56486520 -1.55858440 -1.53582270
## 4: -0.49727965 -0.72158118 -0.86570920 -0.97531339 -1.07319040 -1.08942800
## 5: -1.30637550 -1.36437720 -1.42237900 -1.48038070 -1.53763380 -1.54791260
## 6: 1.30507500 1.28576360 1.26645220 1.24714070 1.22782920 1.19142190
## YT285 YT286 YT287 YT288 YT289 YT290
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.07102388
## 2: -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.49940450 -1.46298620 -1.43499460 -1.42011410 -1.42011410 -1.42011410
## 4: -1.08942800 -1.08942800 -1.03958740 -0.98455980 -0.92934423 -0.91303139
## 5: -1.55012960 -1.55012960 -1.56122610 -1.59785260 -1.65585430 -1.71385600
## 6: 1.15501470 1.09707930 1.03914390 0.98120848 0.92327308 0.86533788
## YT291 YT292 YT293 YT294 YT295 YT296
## 1: 0.05792441 0.03453252 0.01114063 -0.01225128 -0.03564319 -0.03938589
## 2: -1.27433300 -1.27433300 -1.27478990 -1.27726240 -1.29658600 -1.33429240
## 3: -1.42498170 -1.43555730 -1.45376640 -1.47197560 -1.48508160 -1.49248970
## 4: -0.90649122 -0.90649122 -0.90649122 -0.90649122 -0.90649122 -0.90649122
## 5: -1.75849820 -1.78066810 -1.78066810 -1.78066810 -1.78820590 -1.83132790
## 6: 0.80740269 0.74946753 0.69153238 0.62789867 0.56426497 0.48701806
## YT297 YT298 YT299 YT300 YT301 YT302
## 1: -0.04312859 -0.01973668 0.003655229 0.02704712 0.05043901 0.06728118
## 2: -1.37199880 -1.40958440 -1.445436400 -1.46842840 -1.46842840 -1.46842840
## 3: -1.49248970 -1.49248970 -1.492489700 -1.49248970 -1.49248970 -1.49248970
## 4: -0.90649122 -0.90946061 -0.917617030 -1.02301150 -1.13720140 -1.25026360
## 5: -1.88932970 -1.94733160 -2.004918800 -2.01005820 -2.01120700 -2.01120700
## 6: 0.40977115 0.33252425 0.255277360 0.21981977 0.18436219 0.16505048
## YT303 YT304 YT305 YT306 YT307 YT308
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.46842840 -1.46959750 -1.47955490 -1.51726140 -1.55496780 -1.59267430
## 3: -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970
## 4: -1.31551490 -1.37606790 -1.43789880 -1.53169760 -1.63940370 -1.74784270
## 5: -2.02364520 -2.06480350 -2.12280520 -2.18080690 -2.22243160 -2.24174530
## 6: 0.14573878 0.12927635 0.11281392 0.11281392 0.11281392 0.11281392
## YT309 YT310 YT311 YT312 YT313 YT314
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.62987010 -1.66252390 -1.66252390 -1.66252390 -1.66252390 -1.66252390
## 3: -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970
## 4: -1.83756330 -1.90157430 -1.93363630 -1.91732350 -1.66037750 -1.37490280
## 5: -2.24174530 -2.24174530 -2.22951440 -2.18521200 -2.12721040 -2.06920870
## 6: 0.11281392 0.12389440 0.13497489 0.15428659 0.17359829 0.19290999
## YT315
## 1: 0.08412335
## 2: -1.66252390
## 3: -1.49248970
## 4: -1.08942800
## 5: -2.01120700
## 6: 0.21222169## class ZT1 ZT2 ZT3 ZT4 ZT5 ZT6
## 1: 6 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651
## 2: 5 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 5 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487
## 4: 3 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: 4 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 8 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT7 ZT8 ZT9 ZT10 ZT11 ZT12 ZT13
## 1: -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651
## 2: 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT14 ZT15 ZT16 ZT17 ZT18 ZT19 ZT20
## 1: -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5182671
## 2: 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT21 ZT22 ZT23 ZT24 ZT25 ZT26 ZT27
## 1: -1.5075690 -1.4891241 -1.4706792 -1.4522342 -1.4337893 -1.4234602 -1.4131310
## 2: 1.7868688 1.7693956 1.7359054 1.7004993 1.6646589 1.6288185 1.6062107
## 3: 0.5306925 0.5474001 0.5706131 0.5938262 0.6073079 0.6135131 0.6135131
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT28 ZT29 ZT30 ZT31 ZT32 ZT33 ZT34
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.6032730 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788
## 3: 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3142671 0.3432722
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT35 ZT36 ZT37 ZT38 ZT39 ZT40 ZT41
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788
## 3: 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131 0.6136915 0.6193898
## 4: 0.3757525 0.4036771 0.4157625 0.4178789 0.4343195 0.4778271 0.5753349
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4155222
## 6: 0.6564008 0.6564008 0.6564008 0.6723916 0.6883824 0.7046398 0.7208972
## ZT42 ZT43 ZT44 ZT45 ZT46 ZT47
## 1: -1.4131310 -1.4131310 -1.41313100 -1.41313100 -1.4131310 -1.4131310
## 2: 1.6023788 1.6023788 1.60237880 1.60237880 1.6023788 1.6023788
## 3: 0.6426028 0.6658159 0.68902890 0.71224192 0.7354549 0.7586679
## 4: 0.6733439 0.7666300 0.83430861 0.90198709 0.9599971 0.9599971
## 5: -0.3188776 -0.2014598 -0.08404193 0.03337552 0.1507935 0.2682118
## 6: 0.7304917 0.7400862 0.74008617 0.74008617 0.7400862 0.7400862
## ZT48 ZT49 ZT50 ZT51 ZT52 ZT53 ZT54
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.5647417 1.5224724 1.4746851 1.4268980 1.3791108 1.3634599 1.3563923
## 3: 0.7812484 0.8027433 0.8182186 0.8336940 0.8511261 0.8739473 0.9109728
## 4: 0.9599971 0.9533808 0.9267929 0.8943905 0.8674126 0.8529101 0.8515735
## 5: 0.3791426 0.4653477 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761
## 6: 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862
## ZT55 ZT56 ZT57 ZT58 ZT59 ZT60 ZT61
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923
## 3: 0.9496611 0.9873614 1.0195854 1.0447659 1.0679789 1.0911919 1.1144049
## 4: 0.8515735 0.8515735 0.8515735 0.8543135 0.8626229 0.8964623 0.9303016
## 5: 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761 0.4062453
## 6: 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862
## ZT62 ZT63 ZT64 ZT65 ZT66 ZT67
## 1: -1.4131310 -1.4131310 -1.41313100 -1.41313100 -1.4131310 -1.4131310
## 2: 1.3563923 1.3563923 1.35639230 1.35639230 1.3563923 1.3563923
## 3: 1.1376180 1.1608310 1.18404400 1.20281400 1.2195981 1.2350735
## 4: 0.9570454 0.9594625 0.95999715 0.95999715 0.9599971 0.9599971
## 5: 0.3053694 0.1879517 0.07053347 -0.04688441 -0.1643022 -0.2817201
## 6: 0.7400862 0.7400862 0.74008617 0.74008617 0.7400862 0.7400862
## ZT68 ZT69 ZT70 ZT71 ZT72 ZT73 ZT74
## 1: -1.4131310 -1.4131310 -1.4004040 -1.3876770 -1.3600096 -1.3323423 -1.3046749
## 2: 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923 1.3473875 1.3197727
## 3: 1.2505488 1.2660242 1.2814995 1.2969748 1.3124502 1.3145810 1.3096098
## 4: 0.9599971 0.9599971 0.9599971 0.9652546 0.9772621 1.0111013 1.0433700
## 5: -0.3916190 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.7488811 0.7576761 0.7739335 0.7901908 0.8064481 0.8227055 0.8546871
## ZT75 ZT76 ZT77 ZT78 ZT79 ZT80 ZT81
## 1: -1.2770075 -1.2552425 -1.2334775 -1.2242550 -1.2150326 -1.2058101 -1.1965876
## 2: 1.2870616 1.2512212 1.2153808 1.1776799 1.1328304 1.0865121 1.0387249
## 3: 1.3018721 1.2941344 1.2863967 1.2786591 1.2709214 1.2633488 1.2593639
## 4: 1.0684208 1.0684208 1.0684208 1.0594653 1.0304602 0.9972893 0.9724724
## 5: -0.4660215 -0.4660215 -0.5358370 -0.6399189 -0.7573367 -0.8447663 -0.8061224
## 6: 0.8866688 0.9191835 0.9516982 0.9906092 1.0295202 1.0782923 1.1270643
## ZT82 ZT83 ZT84 ZT85 ZT86 ZT87
## 1: -1.1890252 -1.1814628 -1.1814628 -1.18146280 -1.1814628 -1.1814628
## 2: 0.9909376 0.9431504 0.8953633 0.84757613 0.7997889 0.7520017
## 3: 1.2593639 1.2593639 1.2593639 1.25936390 1.2593639 1.2593639
## 4: 0.9603870 0.9599971 0.9524452 0.93651695 0.9026776 0.8688383
## 5: -0.5789804 -0.3441447 -0.1218929 0.06310221 0.1805196 0.2979378
## 6: 1.1758363 1.2246084 1.2600547 1.29550110 1.3280158 1.3605304
## ZT88 ZT89 ZT90 ZT91 ZT92 ZT93 ZT94
## 1: -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628
## 2: 0.7042145 0.6647636 0.6264623 0.5906219 0.5547815 0.5189411 0.4831007
## 3: 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639
## 4: 0.8349991 0.8011599 0.7673207 0.7528182 0.7866574 0.8204966 0.8439212
## 5: 0.4153553 0.4663967 0.4673761 0.4673761 0.4673761 0.3890389 0.2815883
## 6: 1.3890474 1.4175644 1.4338218 1.4500791 1.4663365 1.4825938 1.4606064
## ZT95 ZT96 ZT97 ZT98 ZT99 ZT100
## 1: -1.1814628 -1.14826190 -1.115061100 -1.0781712000 -1.0412814000 -1.00439160
## 2: 0.4472603 0.41141994 0.375579540 0.3397391300 0.3098891700 0.28235533
## 3: 1.2593639 1.25936390 1.259363900 1.2593639000 1.2593639000 1.25936390
## 4: 0.8511725 0.85157349 0.851573490 0.8515734900 0.8515734900 0.84427768
## 5: 0.1641706 0.05825815 0.003265187 0.0006772828 0.0006772828 -0.01680864
## 6: 1.4386190 1.39797570 1.357332300 1.3142903000 1.2712483000 1.20621890
## ZT101 ZT102 ZT103 ZT104 ZT105 ZT106
## 1: -0.96750171 -0.9165937 -0.8656858 -0.8103510 -0.7550162 -0.6996815
## 2: 0.25846173 0.2345681 0.2106745 0.1818932 0.1499698 0.1145126
## 3: 1.25936390 1.2593639 1.2593639 1.2601551 1.2650524 1.2721947
## 4: 0.82878384 0.7949446 0.7611054 0.7272662 0.6934268 0.6595876
## 5: -0.07363785 -0.1910556 -0.3084735 -0.4187921 -0.4660215 -0.4660215
## 6: 1.14118960 1.0761602 1.0111308 0.9418372 0.8725436 0.7993855
## ZT107 ZT108 ZT109 ZT110 ZT111 ZT112
## 1: -0.64434669 -0.58329400 -0.522241310 -0.45768408 -0.39312686 -0.3285696
## 2: 0.07867217 0.04283177 0.006991367 -0.02884903 -0.06468944 -0.1005298
## 3: 1.27993240 1.28712430 1.283500300 1.27709200 1.26935430 1.2616166
## 4: 0.62574836 0.59190916 0.558069960 0.51275788 0.45448034 0.3868019
## 5: -0.46602153 -0.46602153 -0.466021530 -0.46602153 -0.46602153 -0.4660215
## 6: 0.72622746 0.65306941 0.579911360 0.52994001 0.47996866 0.4311966
## ZT113 ZT114 ZT115 ZT116 ZT117 ZT118
## 1: -0.2640124 -0.1950284 -0.1260444 -0.0522647 0.02151498 0.09529466
## 2: -0.1363702 -0.1722106 -0.2080510 -0.2438914 -0.27973184 -0.31557224
## 3: 1.2599199 1.2593639 1.2593639 1.2593639 1.25936390 1.25936390
## 4: 0.3289478 0.2804500 0.2466108 0.2061330 0.15683331 0.08915491
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4882461 -0.55222708 -0.66964488
## 6: 0.3824246 0.3397824 0.2971401 0.2646254 0.23211073 0.19959604
## ZT119 ZT120 ZT121 ZT122 ZT123 ZT124
## 1: 0.16907434 0.24598967 0.32290499 0.40590716 0.48890933 0.57191149
## 2: -0.35141264 -0.38725304 -0.42309345 -0.45893385 -0.49477425 -0.52966947
## 3: 1.25931770 1.25873000 1.24761050 1.23213510 1.21665980 1.20326390
## 4: 0.02339232 -0.03100884 -0.06484805 -0.09868741 -0.13252672 -0.16636592
## 5: -0.78706276 -0.90448064 -1.02189850 -1.13931630 -1.25673420 -1.37415210
## 6: 0.16708135 0.14109627 0.11511118 0.09072516 0.06633915 0.04568429
## ZT125 ZT126 ZT127 ZT128 ZT129 ZT130
## 1: 0.65491365 0.73422678 0.813539910 0.8780971600 0.942654400 1.00721160
## 2: -0.55826345 -0.58486488 -0.608758480 -0.6326520700 -0.656622300 -0.68756648
## 3: 1.19785430 1.19785430 1.197854300 1.1962696000 1.191585800 1.18384810
## 4: -0.20020512 -0.23404432 -0.267883530 -0.3017227700 -0.325938200 -0.34108677
## 5: -1.49156990 -1.60898770 -1.726405600 -1.8157528000 -1.766704800 -1.65357680
## 6: 0.02502944 0.01690077 0.008772095 0.0006434229 -0.007485249 -0.02094421
## ZT131 ZT132 ZT133 ZT134 ZT135 ZT136
## 1: 1.07176870 1.13300590 1.19424300 1.20346550 1.2126880 1.2219105
## 2: -0.72000081 -0.75584121 -0.79168162 -0.82752202 -0.8572528 -0.8852975
## 3: 1.17611050 1.16642120 1.15417070 1.13869530 1.1232200 1.1034633
## 4: -0.34108677 -0.34666724 -0.36249527 -0.39633449 -0.4301737 -0.4785155
## 5: -1.53615890 -1.44554110 -1.39941920 -1.39941920 -1.3994192 -1.3762212
## 6: -0.03440317 -0.05066051 -0.06691786 -0.08450775 -0.1020976 -0.1346123
## ZT137 ZT138 ZT139 ZT140 ZT141 ZT142 ZT143
## 1: 1.2311329 1.2403554 1.2495779 1.2248617 1.2001455 1.1724781 1.1448107
## 2: -0.9091911 -0.9330847 -0.9569783 -0.9757330 -0.9926229 -1.0045697 -1.0165165
## 3: 1.0789488 1.0479981 1.0170474 0.9796413 0.9345775 0.8804138 0.8262501
## 4: -0.5461939 -0.6138724 -0.6673379 -0.7077935 -0.7416328 -0.7754720 -0.8093112
## 5: -1.2983507 -1.1809328 -1.0637714 -0.9493261 -0.9327203 -0.9327203 -0.9327203
## 6: -0.1671270 -0.1996417 -0.2321564 -0.2770640 -0.3219716 -0.3788723 -0.4357730
## ZT144 ZT145 ZT146 ZT147 ZT148 ZT149 ZT150
## 1: 1.1171433 1.0894759 1.0546150 1.0197542 0.9828643 0.9459745 0.9090846
## 2: -1.0284633 -1.0404101 -1.0523569 -1.0643037 -1.0762505 -1.0881973 -1.1001441
## 3: 0.7740714 0.7249748 0.6785488 0.6321227 0.5856967 0.5392706 0.4928446
## 4: -0.8431505 -0.8679674 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051
## 5: -0.9477757 -1.0414127 -1.1571519 -1.2745698 -1.3295630 -1.2894328 -1.1720150
## 6: -0.4926737 -0.5495744 -0.5912839 -0.6329933 -0.6736366 -0.7142800 -0.7549234
## ZT151 ZT152 ZT153 ZT154 ZT155 ZT156 ZT157
## 1: 0.8721947 0.8530120 0.8338293 0.8246069 0.8153844 0.8061619 0.7969394
## 2: -1.1120909 -1.1240377 -1.1359845 -1.1479313 -1.1573704 -1.1632458 -1.1649702
## 3: 0.4464186 0.3999925 0.3535665 0.3071405 0.2607144 0.2151224 0.1833882
## 4: -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051
## 5: -1.0545971 -0.9681817 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -0.7955667 -0.8362101 -0.8768535 -0.9174968 -0.9581402 -0.9923872 -1.0266343
## ZT158 ZT159 ZT160 ZT161 ZT162 ZT163
## 1: 0.7969394 0.7969394 0.80616193 0.81538443 0.82460685 0.833829270
## 2: -1.1649702 -1.1649702 -1.16324580 -1.15737040 -1.14793130 -1.135984500
## 3: 0.1521911 0.1212405 0.09028976 0.05933907 0.02838839 -0.002798395
## 4: -0.8954465 -0.9170443 -0.95088352 -0.98472276 -1.01856200 -1.052401200
## 5: -0.9327203 -0.9327203 -0.93272034 -0.93272034 -0.93272034 -0.932720340
## 6: -1.0591490 -1.0916637 -1.12417830 -1.15669300 -1.18920770 -1.221722400
## ZT164 ZT165 ZT166 ZT167 ZT168 ZT169
## 1: 0.84305176 0.85227426 0.8614967 0.8707191 0.8799416 0.8891641
## 2: -1.12403770 -1.11307860 -1.1068115 -1.1034735 -1.1034735 -1.1034735
## 3: -0.03492443 -0.07249519 -0.1111836 -0.1495297 -0.1843003 -0.2107938
## 4: -1.08171820 -1.08002510 -1.0461859 -1.0123466 -0.9957500 -0.9916287
## 5: -0.93272034 -0.93272034 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -1.25423710 -1.28675180 -1.3244635 -1.3621752 -1.4028186 -1.4434620
## ZT170 ZT171 ZT172 ZT173 ZT174 ZT175 ZT176
## 1: 0.8963576 0.9035511 0.9035511 0.9035511 0.9035511 0.9035511 0.9042889
## 2: -1.1031755 -1.0976917 -1.0899599 -1.0780131 -1.0660663 -1.0541195 -1.0421727
## 3: -0.2340068 -0.2572199 -0.2831035 -0.3120692 -0.3430199 -0.3739706 -0.4018879
## 4: -0.9916287 -0.9916287 -0.9916287 -0.9916287 -1.0033243 -1.0247774 -1.0586166
## 5: -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9161146
## 6: -1.4846384 -1.5258147 -1.5745868 -1.6233588 -1.6721309 -1.7209029 -1.7536841
## ZT177 ZT178 ZT179 ZT180 ZT181 ZT182 ZT183
## 1: 0.9050267 0.9142492 0.9234717 0.9326941 0.9419165 0.9511390 0.9603615
## 2: -1.0302259 -1.0182791 -1.0063323 -0.9943855 -0.9865899 -0.9804802 -0.9804802
## 3: -0.4272528 -0.4504658 -0.4736788 -0.4968918 -0.5201048 -0.5433178 -0.5665309
## 4: -1.0858395 -1.1000524 -1.1000524 -1.1000524 -1.0420423 -0.9405246 -0.8390069
## 5: -0.8016693 -0.6845079 -0.5670900 -0.4496722 -0.3322544 -0.2148365 -0.0974186
## 6: -1.7864653 -1.8027227 -1.8189800 -1.8352373 -1.8514947 -1.8528273 -1.8541598
## ZT184 ZT185 ZT186 ZT187 ZT188 ZT189
## 1: 0.96091485 0.9614681800 0.9614681800 0.961468180 0.96146818 0.9614682
## 2: -0.98048023 -0.9804802300 -0.9770741600 -0.972177930 -0.96030776 -0.9483610
## 3: -0.58651896 -0.6039459400 -0.6194212800 -0.634896630 -0.65037197 -0.6658473
## 4: -0.80953401 -0.8210513800 -0.8548906000 -0.919026970 -1.00129710 -1.1028148
## 5: -0.02612276 0.0006772828 0.0006772828 -0.001467653 -0.03565257 -0.1390351
## 6: -1.85415980 -1.8541598000 -1.8485630000 -1.842966200 -1.82670890 -1.8104516
## ZT190 ZT191 ZT192 ZT193 ZT194 ZT195 ZT196
## 1: 0.9614682 0.9614682 0.9614682 0.9614682 0.9614682 0.9614682 0.9553814
## 2: -0.9364142 -0.9244674 -0.9125206 -0.9005738 -0.8886270 -0.8766802 -0.8647334
## 3: -0.6813227 -0.6967980 -0.7122734 -0.7277487 -0.7432240 -0.7586994 -0.7785305
## 4: -1.2043325 -1.3058502 -1.4073679 -1.5088856 -1.6104032 -1.7119209 -1.8134386
## 5: -0.2564530 -0.3711314 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.5094915
## 6: -1.7941942 -1.7779369 -1.7554164 -1.7328960 -1.7085100 -1.6841240 -1.6629361
## ZT197 ZT198 ZT199 ZT200 ZT201 ZT202 ZT203
## 1: 0.9492946 0.9400721 0.9308496 0.9216271 0.9124046 0.9031822 0.8939598
## 2: -0.8527866 -0.8408398 -0.8288930 -0.8169462 -0.8064512 -0.7988131 -0.7959903
## 3: -0.8088935 -0.8397980 -0.8707487 -0.9016994 -0.9326501 -0.9636008 -0.9945515
## 4: -1.8532705 -1.8590180 -1.8590180 -1.8590180 -1.8590180 -1.8590180 -1.8443595
## 5: -0.6116791 -0.7290970 -0.8465148 -0.9104957 -0.9327203 -0.9327203 -0.9327203
## 6: -1.6417483 -1.6336196 -1.6254909 -1.6173623 -1.6092336 -1.6061687 -1.6031038
## ZT204 ZT205 ZT206 ZT207 ZT208 ZT209 ZT210
## 1: 0.8847373 0.8755148 0.8662924 0.8570699 0.8478474 0.8386250 0.8294025
## 2: -0.7959903 -0.7959903 -0.7942021 -0.7859765 -0.7697465 -0.7458529 -0.7219593
## 3: -1.0255022 -1.0564528 -1.0874035 -1.1183542 -1.1493049 -1.1802556 -1.2112063
## 4: -1.8203446 -1.7865054 -1.7526661 -1.7188269 -1.6849877 -1.6511484 -1.6173092
## 5: -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -1.6031038 -1.6031038 -1.6015047 -1.5999056 -1.5673909 -1.5348762 -1.5023615
## ZT211 ZT212 ZT213 ZT214 ZT215 ZT216 ZT217
## 1: 0.8201801 0.8109576 0.8017351 0.7925127 0.7832903 0.7740678 0.7648453
## 2: -0.6988321 -0.6827724 -0.6729970 -0.6729970 -0.6729970 -0.6729970 -0.6766372
## 3: -1.2421570 -1.2731077 -1.3040583 -1.3350090 -1.3652634 -1.3889662 -1.4067049
## 4: -1.5834700 -1.5496308 -1.4730191 -1.3783628 -1.2768451 -1.2120181 -1.1635873
## 5: -0.9327203 -0.8854909 -0.7751723 -0.6577544 -0.5403367 -0.4835075 -0.4660215
## 6: -1.4698468 -1.4566544 -1.4434620 -1.4515906 -1.4597193 -1.4678480 -1.4759767
## ZT218 ZT219 ZT220 ZT221 ZT222 ZT223 ZT224
## 1: 0.7556229 0.7464004 0.7381002 0.7298000 0.7298000 0.7298000 0.7298000
## 2: -0.6825936 -0.6945404 -0.7064872 -0.7184340 -0.7273537 -0.7344936 -0.7344936
## 3: -1.4221803 -1.4376557 -1.4444699 -1.4470584 -1.4470584 -1.4470584 -1.4380363
## 4: -1.1297480 -1.1096762 -1.1000524 -1.1000524 -1.1000524 -1.1000524 -1.1000524
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4560546 -0.4169736
## 6: -1.4841053 -1.4922340 -1.5003627 -1.5084913 -1.5086246 -1.5087579 -1.4925005
## ZT225 ZT226 ZT227 ZT228 ZT229 ZT230
## 1: 0.7298000 0.7298000 0.72979996 0.7297999600 0.7297999600 0.7297999600
## 2: -0.7344936 -0.7344936 -0.73203277 -0.7284223300 -0.7164755300 -0.7045287300
## 3: -1.4251186 -1.4096433 -1.39416800 -1.3741790000 -1.3520515000 -1.3288385000
## 4: -1.1000524 -1.1000524 -1.10005240 -1.1000524000 -1.0782429000 -1.0489482000
## 5: -0.2995557 -0.1821378 -0.06569919 0.0006772828 0.0006772828 0.0006772828
## 6: -1.4762432 -1.4599858 -1.44372850 -1.3968220000 -1.3499156000 -1.2930149000
## ZT231 ZT232 ZT233 ZT234 ZT235
## 1: 0.7297999600 0.7297999600 0.7297999600 0.7222375200 0.7146750700
## 2: -0.6925819300 -0.6806351300 -0.6686883300 -0.6567415300 -0.6447947200
## 3: -1.3056255000 -1.2867507000 -1.2705611000 -1.2550857000 -1.2396104000
## 4: -1.0151090000 -0.9812697900 -0.9474305500 -0.9135913100 -0.8797520900
## 5: 0.0006772828 0.0006772828 0.0006772828 0.0006772828 0.0006772828
## 6: -1.2361142000 -1.1777476000 -1.1193811000 -1.0543517000 -0.9893223300
## ZT236 ZT237 ZT238 ZT239 ZT240 ZT241
## 1: 0.7054526500 0.6962302200 0.6870077300 0.6777852 0.67483407 0.6718829
## 2: -0.6328479200 -0.6209011200 -0.6089543200 -0.5970075 -0.58506072 -0.5731139
## 3: -1.2241350000 -1.2086597000 -1.1931844000 -1.1777090 -1.16223370 -1.1467583
## 4: -0.8459128600 -0.8127419400 -0.7837368900 -0.7747814 -0.77478141 -0.7747814
## 5: 0.0006772828 0.0006772828 0.0006772828 0.0140131 0.06161534 0.1790336
## 6: -0.9242929400 -0.8592635600 -0.7745121500 -0.6897607 -0.59221666 -0.4946726
## ZT242 ZT243 ZT244 ZT245 ZT246 ZT247
## 1: 0.6718829 0.6718829 0.6718829 0.6718829 0.66690277 0.66192262
## 2: -0.5622102 -0.5530053 -0.5500037 -0.5500037 -0.55000372 -0.54933953
## 3: -1.1312830 -1.1167298 -1.1045439 -1.0968063 -1.08906860 -1.08133090
## 4: -0.7497306 -0.7174619 -0.6836227 -0.6497834 -0.61594419 -0.58210497
## 5: 0.2964510 0.4216094 0.5951980 0.8300335 1.06486910 1.29970470
## 6: -0.3973950 -0.3001175 -0.2107021 -0.1212866 -0.03187126 0.05754413
## ZT248 ZT249 ZT250 ZT251 ZT252 ZT253 ZT254
## 1: 0.6527002 0.6434778 0.6342553 0.6250328 0.6158104 0.6065879 0.5973654
## 2: -0.5467935 -0.5390362 -0.5270894 -0.5151426 -0.5035278 -0.4939312 -0.4885071
## 3: -1.0735933 -1.0658556 -1.0581179 -1.0529978 -1.0518494 -1.0595871 -1.0673248
## 4: -0.5482657 -0.5144265 -0.4794734 -0.4359658 -0.3763072 -0.3075594 -0.2350468
## 5: 1.3857356 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.1394971 0.2214502 0.2946082 0.3677663 0.4409243 0.5140824 0.5584569
## ZT255 ZT256 ZT257 ZT258 ZT259 ZT260
## 1: 0.5881430 0.57892054 0.5696981 0.5604756 0.5512531 0.5420306
## 2: -0.4885071 -0.48850707 -0.4884602 -0.4863059 -0.4810648 -0.4691180
## 3: -1.0762977 -1.08775720 -1.1030748 -1.1185501 -1.1330417 -1.1440116
## 4: -0.1138804 0.02147651 0.1568333 0.3432498 0.5408050 0.7438404
## 5: 1.4007737 1.40077370 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.6028315 0.64347488 0.6841182 0.7196979 0.7552775 0.7796635
## ZT261 ZT262 ZT263 ZT264 ZT265 ZT266 ZT267
## 1: 0.5328081 0.5235857 0.5143633 0.5051408 0.4959183 0.4866959 0.4774735
## 2: -0.4571712 -0.4452244 -0.4350445 -0.4270104 -0.4270104 -0.4270104 -0.4270104
## 3: -1.1522433 -1.1599809 -1.1682729 -1.1812996 -1.1961227 -1.2115981 -1.2270734
## 4: 0.9683288 1.1996341 1.4365087 1.6733833 1.9102580 2.1399483 2.3405664
## 5: 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.8040495 0.8284355 0.8528215 0.8532213 0.8536210 0.8454924 0.8373637
## ZT268 ZT269 ZT270 ZT271 ZT272 ZT273 ZT274
## 1: 0.4682510 0.4590285 0.4498061 0.4405836 0.4494372 0.4582908 0.4675132
## 2: -0.4256310 -0.4230934 -0.4111467 -0.3991998 -0.3872530 -0.3753062 -0.3633594
## 3: -1.2064313 -1.1792761 -1.1483255 -1.1173748 -1.1104955 -1.1087556 -1.1087556
## 4: 2.4413268 2.5090053 2.5766837 2.5573470 2.5235078 2.4896686 2.3790060
## 5: 1.4007737 1.4007737 1.4007737 1.4203579 1.4854929 1.6029111 1.7203286
## 6: 0.8225722 0.8077807 0.7590087 0.7102367 0.6614646 0.6126926 0.5735150
## ZT275 ZT276 ZT277 ZT278 ZT279 ZT280 ZT281
## 1: 0.4767356 0.4859581 0.4951806 0.4966562 0.4981317 0.4981317 0.4981317
## 2: -0.3514126 -0.3394658 -0.3275190 -0.3163173 -0.3057415 -0.3040171 -0.3040171
## 3: -1.1087556 -1.1087556 -1.1087556 -1.1087706 -1.1094562 -1.1147302 -1.1224679
## 4: 2.2541750 2.1201547 2.0041346 1.8971367 1.7956190 1.6941014 1.5925836
## 5: 1.8169731 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.5343375 0.5018228 0.4693081 0.4373264 0.4053447 0.4053447 0.4053447
## ZT282 ZT283 ZT284 ZT285 ZT286 ZT287 ZT288
## 1: 0.4981317 0.4981317 0.5045875 0.5110432 0.5202657 0.5294882 0.5387106
## 2: -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171
## 3: -1.1302056 -1.1339399 -1.1271693 -1.1116939 -1.0962186 -1.0789529 -1.0589015
## 4: 1.4910659 1.3895483 1.2880305 1.1865128 1.0849952 0.9539377 0.8198060
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.4053447 0.4053447 0.4197365 0.4341282 0.4666429 0.4991576 0.5316723
## ZT289 ZT290 ZT291 ZT292 ZT293 ZT294
## 1: 0.5479330 0.5519909 0.5560488 0.5560488 0.55604880 0.55604880
## 2: -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.30416190 -0.30494530
## 3: -1.0356885 -1.0124754 -0.9933992 -0.9791741 -0.97143640 -0.96369872
## 4: 0.6833354 0.5238075 0.3584876 0.1944375 0.05908047 -0.05241742
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.86747250 1.86747250
## 6: 0.5641870 0.6037643 0.6433416 0.6839850 0.72462834 0.75567723
## ZT295 ZT296 ZT297 ZT298 ZT299 ZT300 ZT301
## 1: 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488
## 2: -0.3110677 -0.3230145 -0.3349613 -0.3469081 -0.3588549 -0.3708017 -0.3827485
## 3: -0.9537926 -0.9414652 -0.9259898 -0.9105145 -0.8971298 -0.8865179 -0.8787802
## 4: -0.1489449 -0.2311260 -0.2740989 -0.3070582 -0.3384803 -0.3410868 -0.3410868
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.7867261 0.7948548 0.8029835 0.8111121 0.8192408 0.8097796 0.8003183
## ZT302 ZT303 ZT304 ZT305 ZT306 ZT307
## 1: 0.5534665 0.5508842 0.5416618 0.5324393 0.5232168 0.5139944
## 2: -0.3946953 -0.4066421 -0.4182185 -0.4270104 -0.4270104 -0.4270104
## 3: -0.8710425 -0.8651397 -0.8627891 -0.8627172 -0.8627172 -0.8627172
## 4: -0.3404184 -0.3114134 -0.2796237 -0.2429775 -0.1873845 -0.1235489
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8343190
## 6: 0.7840609 0.7678036 0.7491476 0.7304917 0.6979770 0.6654623
## ZT308 ZT309 ZT310 ZT311 ZT312 ZT313
## 1: 0.50348075 0.49296714 0.47452222 0.4560773 0.4376324 0.4191875
## 2: -0.42701043 -0.42717222 -0.42877307 -0.4407199 -0.4526667 -0.4646135
## 3: -0.86271720 -0.86271720 -0.86271720 -0.8627172 -0.8627172 -0.8627172
## 4: -0.05587047 0.01180812 0.07948656 0.1570561 0.2537396 0.4455027
## 5: 1.75599960 1.63858220 1.52116390 1.4532661 1.5152189 1.6326367
## 6: 0.63294758 0.60043289 0.55859021 0.5167475 0.4679755 0.4192035
## ZT314 ZT315
## 1: 0.4007426 0.3822976
## 2: -0.4765603 -0.4885071
## 3: -0.8627172 -0.8627172
## 4: 0.6485381 0.8515735
## 5: 1.7500543 1.8674725
## 6: 0.3704314 0.3216594## class XT1 XT2 XT3 XT4 XT5
## 1: 6 -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 5 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 5 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 3 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 4 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: 8 -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT6 XT7 XT8 XT9 XT10
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT11 XT12 XT13 XT14 XT15
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.304243210
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT16 XT17 XT18 XT19 XT20
## 1: -0.304243210 -0.304243210 -0.304243210 -0.304243210 -0.240807820
## 2: 1.627311100 1.627311100 1.627311100 1.627311100 1.627311100
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT21 XT22 XT23 XT24 XT25
## 1: -0.177372430 -0.068001105 0.041370216 0.150741540 0.260112860
## 2: 1.627311100 1.609648100 1.575794100 1.540003300 1.503773500
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT26 XT27 XT28 XT29 XT30
## 1: 0.321360810 0.382608760 0.382608760 0.382608760 0.382608760
## 2: 1.467543700 1.444690200 1.441720600 1.440816800 1.440816800
## 3: 0.661276530 0.661276530 0.661276530 0.661276530 0.661276530
## 4: 0.005184784 0.005184784 0.005184784 0.005184784 0.005184784
## 5: 1.286197800 1.286197800 1.286197800 1.286197800 1.286197800
## 6: -0.479252460 -0.479252460 -0.479252460 -0.479252460 -0.479252460
## XT31 XT32 XT33 XT34 XT35 XT36
## 1: 0.382608760 0.382608760 0.382608760 0.38260876 0.38260876 0.3826088
## 2: 1.440816800 1.440816800 1.440816800 1.44081680 1.44081680 1.4408168
## 3: 0.661276530 0.661276530 0.661276530 0.66127653 0.66127653 0.6612765
## 4: 0.005184784 0.005184784 0.009412931 0.03489926 0.06343925 0.0879762
## 5: 1.286197800 1.286197800 1.286197800 1.28619780 1.28619780 1.2861978
## 6: -0.479252460 -0.479252460 -0.479252460 -0.47925246 -0.47925246 -0.4792525
## XT37 XT38 XT39 XT40 XT41 XT42
## 1: 0.3826088 0.3826088 0.38260876 0.38260876 0.38260876 0.38260876
## 2: 1.4408168 1.4408168 1.44081680 1.44081680 1.44081680 1.44081680
## 3: 0.6612765 0.6612765 0.66127653 0.66127653 0.66127653 0.66127653
## 4: 0.0985955 0.1004551 0.09563971 0.08289655 0.05433698 0.02151991
## 5: 1.2861978 1.2861978 1.28619780 1.28619780 1.28619780 1.28619780
## 6: -0.4792525 -0.4883355 -0.49741855 -0.50665299 -0.51588742 -0.52133725
## XT43 XT44 XT45 XT46 XT47 XT48 XT49
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6612765 0.6587422 0.6487222 0.6036406 0.5585591 0.5134775 0.4683960
## 4: -0.0154470 -0.0749151 -0.1343832 -0.1896036 -0.2193376 -0.2490717 -0.2671783
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871
## XT50 XT51 XT52 XT53 XT54 XT55 XT56
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.4233146 0.3782332 0.3445523 0.3422697 0.4227441 0.5129071 0.5973137
## 4: -0.2501874 -0.2229785 -0.1992735 -0.1865303 -0.1853558 -0.1902495 -0.2011331
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978 1.2861978
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871
## XT57 XT58 XT59 XT60 XT61 XT62 XT63
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6498137 0.6612765 0.6612765 0.6612765 0.6612765 0.6612765 0.6612765
## 4: -0.2308671 -0.2581935 -0.2806262 -0.2806262 -0.2806262 -0.2868607 -0.3144709
## 5: 1.2861978 1.2861978 1.2861978 1.2861978 1.2779025 1.2642139 1.2482806
## 6: -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5267871 -0.5246677 -0.5225483
## XT64 XT65 XT66 XT67 XT68 XT69 XT70
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.4077641
## 2: 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168 1.4408168
## 3: 0.6612765 0.6871626 0.7246188 0.7697002 0.8147817 0.9127019 1.0339118
## 4: -0.3437351 -0.3734692 -0.4032033 -0.4329373 -0.4561628 -0.4710299 -0.4711669
## 5: 1.2334768 1.2231907 1.2228680 1.2228680 1.2218477 1.2160107 1.2000774
## 6: -0.5040794 -0.4856105 -0.4671417 -0.4486728 -0.4102211 -0.3717695 -0.3163629
## XT71 XT72 XT73 XT74 XT75 XT76
## 1: 0.4329195 0.4876051 0.5422907 0.59697629 0.65166190 0.68884810
## 2: 1.4408168 1.4408168 1.4317141 1.40379940 1.37073290 1.33450310
## 3: 1.1691562 1.3044006 1.4137290 1.50926460 1.59942760 1.68959050
## 4: -0.4711669 -0.4711669 -0.4711669 -0.47116689 -0.47116689 -0.47116689
## 5: 1.1841441 1.1682109 1.1605887 1.15953830 1.15953830 1.15953830
## 6: -0.2609563 -0.2055496 -0.1501430 -0.09473632 -0.03932967 0.01607697
## XT77 XT78 XT79 XT80 XT81 XT82
## 1: 0.72603429 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343
## 2: 1.29827330 1.2620436 1.2258138 1.1895840 1.1533542 1.1171244
## 3: 1.77975350 1.8699163 1.9600792 2.0483183 2.0947528 2.0947528
## 4: -0.47116689 -0.4711669 -0.4711669 -0.4711669 -0.4711669 -0.4711669
## 5: 1.16901210 1.1831357 1.1990690 1.2122894 1.2141045 1.1988673
## 6: 0.07148362 0.1268903 0.1822969 0.2377036 0.2931103 0.3485169
## XT83 XT84 XT85 XT86 XT87 XT88 XT89
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343
## 2: 1.0808946 1.0446647 1.0084348 0.9722049 0.9359751 0.8997452 0.8635154
## 3: 2.0947528 2.0905913 2.0707855 2.0257040 1.9806226 1.9355412 1.8904598
## 4: -0.4711669 -0.4778027 -0.4917987 -0.5215327 -0.5472734 -0.5664371 -0.5664371
## 5: 1.1829340 1.1652931 1.1425966 1.1107300 1.0788634 1.0469968 1.0241374
## 6: 0.4039236 0.4441918 0.4844600 0.5213978 0.5583356 0.5952734 0.6322111
## XT90 XT91 XT92 XT93 XT94 XT95 XT96
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.6768172
## 2: 0.8272855 0.7910558 0.7548260 0.7185962 0.6607137 0.5974342 0.5249745
## 3: 1.8453783 1.8002969 1.7477646 1.6838840 1.5937210 1.5035580 1.4133951
## 4: -0.5664371 -0.5749325 -0.6046666 -0.6344006 -0.6641346 -0.6938687 -0.7236028
## 5: 1.0080712 0.9921378 0.9762045 0.9496411 0.9191270 0.8872605 0.8569552
## 6: 0.6691489 0.7060867 0.7430244 0.7799622 0.8169000 0.8538377 0.8907755
## XT97 XT98 XT99 XT100 XT101 XT102 XT103
## 1: 0.6276002 0.5729146 0.5182290 0.4635434 0.4088578 0.3541721 0.2994864
## 2: 0.4525148 0.3800551 0.3257620 0.2784928 0.2422630 0.2060332 0.1698035
## 3: 1.3232321 1.2330691 1.1429061 1.0659304 1.0237022 1.0196454 1.0196454
## 4: -0.7533369 -0.7830709 -0.8128049 -0.8361282 -0.8522480 -0.8522480 -0.8522480
## 5: 0.8335594 0.8172750 0.8013417 0.7854085 0.7694752 0.7535419 0.7376087
## 6: 0.9277133 0.9655594 1.0034055 1.0495777 1.0957499 1.1419221 1.1880943
## XT104 XT105 XT106 XT107 XT108 XT109
## 1: 0.2448007 0.19011500 0.13542925 0.08074350 0.02605784 -0.02862782
## 2: 0.1335736 0.09734376 0.06111389 0.02488402 -0.01134588 -0.04757575
## 3: 1.0196454 1.01964540 1.01964540 1.01964540 1.01964540 1.01964540
## 4: -0.8522480 -0.85224800 -0.85224800 -0.84206914 -0.81445897 -0.78489134
## 5: 0.7216754 0.70574211 0.68980884 0.67387557 0.65794229 0.64200899
## 6: 1.2342665 1.28043870 1.32661090 1.37278310 1.41895530 1.46512750
## XT110 XT111 XT112 XT113 XT114 XT115
## 1: -0.08331339 -0.1379990 -0.1926846 -0.2473702 -0.2758067 -0.3042432
## 2: -0.08380559 -0.1200354 -0.1562652 -0.1924949 -0.2287248 -0.2649546
## 3: 1.01964540 1.0196454 1.0196454 1.0548414 1.0966834 1.1417650
## 4: -0.76523832 -0.7569778 -0.7569778 -0.7656102 -0.7824641 -0.8121981
## 5: 0.62607568 0.6101424 0.5942091 0.5782758 0.5623425 0.5464092
## 6: 1.48495880 1.5047902 1.5232591 1.5417279 1.5497513 1.5577747
## XT116 XT117 XT118 XT119 XT120 XT121 XT122
## 1: -0.3042432 -0.3042432 -0.3042432 -0.3042432 -0.3414295 -0.3786157 -0.4879871
## 2: -0.3011845 -0.3374144 -0.3736443 -0.4098741 -0.4461040 -0.4823338 -0.5185636
## 3: 1.1868466 1.1972603 1.1988303 1.1986957 1.1969837 1.1645911 1.1195095
## 4: -0.8360988 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480
## 5: 0.5304760 0.5145427 0.4986093 0.4826760 0.4667427 0.4508094 0.4348762
## 6: 1.5485403 1.5393058 1.5300714 1.5208370 1.5116025 1.5023681 1.4931336
## XT123 XT124 XT125 XT126 XT127 XT128 XT129
## 1: -0.5973584 -0.7067298 -0.8161011 -0.9145353 -1.0129694 -1.0676551 -1.1223407
## 2: -0.5547933 -0.5910231 -0.6272529 -0.6634827 -0.6997125 -0.7359423 -0.7721721
## 3: 1.0744280 1.0293465 0.9842650 0.9391836 0.8941022 0.8305555 0.7308959
## 4: -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8522480 -0.8607043
## 5: 0.4189429 0.4030096 0.3999527 0.3995809 0.3995809 0.3976764 0.3863819
## 6: 1.4838991 1.4746647 1.4654302 1.4561958 1.4469614 1.4377269 1.4284925
## XT130 XT131 XT132 XT133 XT134 XT135
## 1: -1.1770263 -1.2317119 -1.2929598 -1.3542077 -1.5182647 -1.68232160
## 2: -0.8084020 -0.8446318 -0.8808617 -0.9170916 -0.9533215 -0.98955132
## 3: 0.5956515 0.4604070 0.3365333 0.2275812 0.1374182 0.04725522
## 4: -0.8771275 -0.9068616 -0.9365957 -0.9663298 -0.9960638 -1.02579780
## 5: 0.3707397 0.3548064 0.3425099 0.3362512 0.3362512 0.33625122
## 6: 1.4132027 1.3979129 1.3794440 1.3609751 1.3432631 1.32555120
## XT136 XT137 XT138 XT139 XT140 XT141
## 1: -1.84637860 -2.0104356 -2.1744925 -2.3385495 -2.4522956 -2.5660417
## 2: -1.02578110 -1.0620110 -1.0982408 -1.1344706 -1.1551161 -1.1701065
## 3: -0.04290776 -0.1330707 -0.2232337 -0.3133967 -0.3910227 -0.4537770
## 4: -1.06827500 -1.1277431 -1.1872112 -1.2341906 -1.2697384 -1.2994724
## 5: 0.33310331 0.3225365 0.3066032 0.2906698 0.2747365 0.2588033
## 6: 1.31631670 1.3070823 1.2978479 1.2886134 1.2746861 1.2607587
## XT142 XT143 XT144 XT145 XT146 XT147 XT148
## 1: -2.6754130 -2.7847843 -2.8941556 -3.0035269 -2.9422789 -2.8810310 -2.7716597
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -0.4988584 -0.5439399 -0.5890213 -0.6341028 -0.6791843 -0.7242658 -0.7693472
## 4: -1.3183228 -1.3285996 -1.3285996 -1.3206718 -1.3043269 -1.2745929 -1.2448589
## 5: 0.2428700 0.2269367 0.2130464 0.2098194 0.2095916 0.2095916 0.2011208
## 6: 1.2422898 1.2238209 1.2053521 1.1868832 1.2029299 1.2189766 1.2374455
## XT149 XT150 XT151 XT152 XT153 XT154
## 1: -2.6622885 -2.5529172 -2.4435459 -2.26417700 -2.08480810 -1.86606550
## 2: -1.1701065 -1.1701065 -1.1701065 -1.17010650 -1.17010650 -1.17010650
## 3: -0.8144287 -0.8595102 -0.9045917 -0.95618455 -1.03949970 -1.12828710
## 4: -1.2151248 -1.1853907 -1.1556566 -1.14004570 -1.13805890 -1.13805890
## 5: 0.1797419 0.1478753 0.1160087 0.09255608 0.08293204 0.08293204
## 6: 1.2559144 1.2643920 1.2728695 1.26363510 1.25440060 1.24516620
## XT155 XT156 XT157 XT158 XT159 XT160
## 1: -1.64732290 -1.42858030 -1.20983780 -0.99109515 -0.77235254 -0.55360985
## 2: -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650
## 3: -1.21845010 -1.30618340 -1.35354740 -1.39934660 -1.44371030 -1.48650920
## 4: -1.13805890 -1.13805890 -1.13805890 -1.14881520 -1.16779300 -1.19752710
## 5: 0.08278967 0.08097449 0.06720045 0.05126718 0.03533391 0.01940062
## 6: 1.23593180 1.20489800 1.17386420 1.13692640 1.09998860 1.06501880
## XT161 XT162 XT163 XT164 XT165 XT166
## 1: -0.334867160 -0.11612452 0.10261812 0.28198712 0.46135613 0.57072745
## 2: -1.170106500 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.17010650
## 3: -1.488938800 -1.48893880 -1.49031440 -1.49716220 -1.53573230 -1.58081390
## 4: -1.206120400 -1.18599760 -1.12652950 -1.06904820 -1.02519100 -0.99545699
## 5: 0.003467315 -0.01246599 -0.02839931 -0.04433261 -0.06026589 -0.07619918
## 6: 1.030049100 1.00234570 0.97464242 0.94693909 0.91923577 0.89153245
## XT167 XT168 XT169 XT170 XT171 XT172
## 1: 0.68009877 0.7894701 0.8988414 1.0082127 1.1175841 1.2269552
## 2: -1.17010650 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.62390190 -1.6461573 -1.6201889 -1.5751074 -1.5300258 -1.5005039
## 4: -0.96572297 -0.9359889 -0.9062548 -0.8765207 -0.8333975 -0.7818572
## 5: -0.09213246 -0.1080657 -0.1239990 -0.1399323 -0.1560934 -0.1752537
## 6: 0.86382912 0.8361258 0.8084225 0.7807192 0.7530158 0.7253125
## XT173 XT174 XT175 XT176 XT177 XT178 XT179
## 1: 1.3363264 1.4456976 1.5550688 1.6556903 1.7563118 1.7563118 1.7563118
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4712661 -1.4387215 -1.3936401 -1.3485586
## 4: -0.7223891 -0.6731977 -0.6325801 -0.6028461 -0.5731121 -0.5433781 -0.5136441
## 5: -0.2050773 -0.2369439 -0.2688104 -0.3006770 -0.3325436 -0.3644101 -0.3962767
## 6: 0.6976092 0.6699058 0.6422025 0.6099576 0.5777128 0.5407750 0.5038372
## XT180 XT181 XT182 XT183 XT184 XT185 XT186
## 1: 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118 1.7563118
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065 -1.1701065
## 3: -1.3034771 -1.2583957 -1.2133142 -1.1682327 -1.1419404 -1.1305697 -1.1305697
## 4: -0.4839100 -0.5221395 -0.6113416 -0.7005438 -0.7739197 -0.8382913 -0.8977594
## 5: -0.4281433 -0.4600099 -0.4918765 -0.5237430 -0.5493510 -0.5689210 -0.5848542
## 6: 0.4668995 0.4299617 0.3845464 0.3391311 0.2929589 0.2467867 0.1974354
## XT187 XT188 XT189 XT190 XT191 XT192
## 1: 1.7563118 1.75631180 1.75631180 1.66881480 1.58131790 1.4719467
## 2: -1.1701065 -1.17010650 -1.17010650 -1.17010650 -1.17010650 -1.1701065
## 3: -1.1305697 -1.14836210 -1.18421100 -1.22929240 -1.27437390 -1.3036964
## 4: -0.9172950 -0.91292983 -0.88319573 -0.84401683 -0.79520716 -0.7357390
## 5: -0.6010786 -0.62165065 -0.65161268 -0.68347926 -0.71460238 -0.7403551
## 6: 0.1480841 0.09267746 0.03727079 -0.01813588 -0.07354255 -0.1431793
## XT193 XT194 XT195 XT196 XT197 XT198 XT199
## 1: 1.3625755 1.2532043 1.1438331 1.0344618 0.9250906 0.8157192 0.7063479
## 2: -1.1701065 -1.1701065 -1.1701065 -1.1638702 -1.1502098 -1.1196223 -1.0833925
## 3: -1.3097543 -1.3097543 -1.3097543 -1.3224432 -1.3658127 -1.4107596 -1.4542711
## 4: -0.6762710 -0.6168029 -0.5573349 -0.4978668 -0.4383987 -0.3789306 -0.3194625
## 5: -0.7403551 -0.7403551 -0.7403551 -0.7462538 -0.7601204 -0.7760537 -0.7919871
## 6: -0.2128161 -0.2866916 -0.3605672 -0.4344427 -0.5083182 -0.5821937 -0.6560692
## XT200 XT201 XT202 XT203 XT204 XT205 XT206
## 1: 0.5969766 0.4876053 0.4351070 0.3826088 0.3826088 0.3826088 0.3826088
## 2: -1.0471627 -1.0153357 -0.9921724 -0.9836120 -0.9836120 -0.9836120 -0.9809006
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4889388
## 4: -0.2761436 -0.2405762 -0.2108422 -0.1939883 -0.1853558 -0.1853558 -0.1936164
## 5: -0.8006691 -0.8036849 -0.8036849 -0.8040171 -0.8100677 -0.8242570 -0.8401903
## 6: -0.7299447 -0.8038202 -0.8719431 -0.9400661 -1.0047072 -1.0693484 -1.1339895
## XT207 XT208 XT209 XT210 XT211 XT212 XT213
## 1: 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088 0.3826088
## 2: -0.9684280 -0.9438185 -0.9075886 -0.8713588 -0.8362909 -0.8119397 -0.7971172
## 3: -1.4889388 -1.4889388 -1.4889388 -1.4889388 -1.4854701 -1.4689212 -1.4284498
## 4: -0.2132694 -0.2428371 -0.2704473 -0.2806262 -0.2806262 -0.2806262 -0.2994179
## 5: -0.8561236 -0.8720568 -0.8879901 -0.9039234 -0.9198567 -0.9293810 -0.9303444
## 6: -1.1986306 -1.2632718 -1.3279129 -1.3925541 -1.4571953 -1.5086659 -1.5601366
## XT214 XT215 XT216 XT217 XT218 XT219 XT220
## 1: 0.3957333 0.4088578 0.4635434 0.5182290 0.5729146 0.6276002 0.6768172
## 2: -0.7971172 -0.7971172 -0.7971172 -0.7860778 -0.7680146 -0.7317848 -0.6955550
## 3: -1.3833683 -1.3403153 -1.3163479 -1.3097543 -1.3097543 -1.3097543 -1.3097543
## 4: -0.3261374 -0.3558715 -0.3856055 -0.4153396 -0.4450737 -0.4506134 -0.4377919
## 5: -0.9303444 -0.9303444 -0.9221227 -0.9085622 -0.8926289 -0.8770468 -0.8685760
## 6: -1.5970744 -1.6340121 -1.6709498 -1.7078875 -1.7448253 -1.7817630 -1.8187008
## XT221 XT222 XT223 XT224 XT225 XT226
## 1: 0.7260343 0.7260343 0.7260343 0.7260343 0.7260343 0.726034290
## 2: -0.6593252 -0.6322755 -0.6106229 -0.6106229 -0.6106229 -0.610622870
## 3: -1.3097543 -1.3097543 -1.3097543 -1.2834719 -1.2458413 -1.200759900
## 4: -0.4073531 -0.3648759 -0.2939761 -0.2047740 -0.1155719 -0.005131088
## 5: -0.8670147 -0.8670147 -0.8683671 -0.8736703 -0.8896036 -0.905536880
## 6: -1.8556385 -1.8774378 -1.8992370 -1.8900024 -1.8807679 -1.871533300
## XT227 XT228 XT229 XT230 XT231 XT232 XT233
## 1: 0.7260343 0.7785326 0.8310309 0.8857167 0.9404024 0.9950881 1.0497738
## 2: -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229 -0.6106229
## 3: -1.1556784 -1.1105969 -1.0655154 -1.0204339 -0.9753525 -0.9302710 -0.8851895
## 4: 0.1138051 0.2327414 0.3325139 0.4257092 0.5149114 0.5568992 0.5768067
## 5: -0.9214701 -0.9374034 -0.9533367 -0.9692701 -0.9852034 -0.9919666 -0.9936742
## 6: -1.8622988 -1.8391371 -1.8159754 -1.7882722 -1.7605690 -1.7345311 -1.7084931
## XT234 XT235 XT236 XT237 XT238 XT239 XT240
## 1: 1.0596173 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607
## 2: -0.6106229 -0.6106229 -0.6106229 -0.6061684 -0.5972594 -0.5666720 -0.5304422
## 3: -0.8401080 -0.7950266 -0.7499451 -0.7048636 -0.6597821 -0.6120094 -0.5462224
## 4: 0.5761216 0.5548830 0.5112704 0.4518023 0.3923342 0.3328661 0.2733980
## 5: -0.9936742 -0.9936742 -0.9936742 -0.9936742 -0.9936742 -0.9918646 -0.9854051
## 6: -1.6900242 -1.6715553 -1.6530865 -1.6346176 -1.6161487 -1.5976798 -1.5792110
## XT241 XT242 XT243 XT244 XT245 XT246
## 1: 1.0694607 1.0694607 1.0694607 1.0694607 1.0694607 1.0104002
## 2: -0.4942124 -0.4579826 -0.4217528 -0.3855229 -0.3492930 -0.3130631
## 3: -0.4560594 -0.3658964 -0.2811060 -0.2101085 -0.1650271 -0.1199456
## 4: 0.2139299 0.1984854 0.1957254 0.1957254 0.2532751 0.3286183
## 5: -0.9694717 -0.9535384 -0.9397058 -0.9390169 -0.9549503 -0.9708836
## 6: -1.5607422 -1.5419705 -1.5231988 -1.4954954 -1.4677920 -1.4400886
## XT247 XT248 XT249 XT250 XT251 XT252
## 1: 0.95133972 0.84196835 0.73259698 0.62322566 0.51385434 0.42635724
## 2: -0.27884746 -0.25033870 -0.23763371 -0.23763371 -0.23763371 -0.23763371
## 3: -0.08188148 -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207
## 4: 0.41782045 0.50702262 0.59622481 0.68738449 0.79357756 0.92815400
## 5: -0.98681688 -0.99265395 -0.99367425 -0.99367425 -0.99399695 -1.00428300
## 6: -1.41238520 -1.38892060 -1.36545590 -1.34698710 -1.32851830 -1.31004940
## XT253 XT254 XT255 XT256 XT257 XT258
## 1: 0.33886014 0.28417443 0.22948873 0.17480298 0.12011723 0.05121327
## 2: -0.23763371 -0.23763371 -0.23763371 -0.23763371 -0.23763371 -0.23763371
## 3: -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207 -0.05546207
## 4: 1.07635440 1.22290080 1.34807150 1.46700770 1.58594380 1.70488000
## 5: -1.01908680 -1.03502010 -1.05095340 -1.06688660 -1.08282000 -1.09875330
## 6: -1.29158050 -1.27311170 -1.25464280 -1.23617390 -1.21770500 -1.19635980
## XT259 XT260 XT261 XT262 XT263 XT264
## 1: -0.01769069 -0.12706188 -0.2364331 -0.3458042 -0.4551754 -0.5579844
## 2: -0.23763371 -0.23763371 -0.2376337 -0.2376337 -0.2376337 -0.2376337
## 3: -0.06119350 -0.08744345 -0.1296467 -0.1747281 -0.2165800 -0.2308463
## 4: 1.82381620 1.94275240 2.0616886 2.1806248 2.2983864 2.4045796
## 5: -1.11468660 -1.13061990 -1.1465531 -1.1624864 -1.1784197 -1.1723525
## 6: -1.17501460 -1.14731120 -1.1196078 -1.0919044 -1.0642010 -0.9956239
## XT265 XT266 XT267 XT268 XT269 XT270
## 1: -0.6607933 -0.7154791 -0.7701648 -0.8248505 -0.87953624 -0.934221990
## 2: -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.23763371 -0.237633710
## 3: -0.2346465 -0.2346465 -0.2346465 -0.1645038 -0.08171203 0.008450843
## 4: 2.4998109 2.5852256 2.6553133 2.6727544 2.67275440 2.672754400
## 5: -1.1570409 -1.1411076 -1.1254496 -1.1212141 -1.12033380 -1.120333800
## 6: -0.9270468 -0.8439369 -0.7608270 -0.6671202 -0.57341336 -0.425662320
## XT271 XT272 XT273 XT274 XT275 XT276
## 1: -0.98890774 -0.9900015 -0.99109518 -0.9910952 -0.9910952 -0.9910952
## 2: -0.23763371 -0.2376337 -0.23763371 -0.2376337 -0.2376337 -0.2376337
## 3: 0.09861372 0.1186538 0.12372234 0.1237223 0.1237223 0.1577372
## 4: 2.59629520 2.5070927 2.41789040 2.3286882 2.2394860 2.1514583
## 5: -1.12033380 -1.1203338 -1.12033380 -1.1203338 -1.1231527 -1.1322334
## 6: -0.27791127 -0.1301602 0.01759083 0.1326429 0.2476949 0.3400394
## XT277 XT278 XT279 XT280 XT281 XT282
## 1: -0.9910952 -0.9910952 -0.9910952 -0.9910952 -0.9910952 -0.9910952
## 2: -0.2376337 -0.2353742 -0.2312167 -0.2002161 -0.1639863 -0.1277565
## 3: 0.2024724 0.2474667 0.2885537 0.3029072 0.3029072 0.3029072
## 4: 2.0792471 2.0149636 1.9554955 1.8960274 1.8365593 1.7806733
## 5: -1.1481666 -1.1640999 -1.1792739 -1.1836636 -1.1836636 -1.1836636
## 6: 0.4323838 0.5238200 0.6152561 0.6521938 0.6891316 0.7260694
## XT283 XT284 XT285 XT286 XT287 XT288
## 1: -0.99109518 -0.99109518 -0.99109518 -0.99109518 -0.99109518 -0.99109518
## 2: -0.09303731 -0.06037112 -0.05113937 -0.05113937 -0.05113937 -0.05113937
## 3: 0.29513240 0.26695612 0.22187458 0.17679304 0.13171150 0.08663002
## 4: 1.73394840 1.75099800 1.78073210 1.81046620 1.78828800 1.76070710
## 5: -1.18386920 -1.19697890 -1.21230310 -1.22823640 -1.24416970 -1.26010290
## 6: 0.76300716 0.77542067 0.78783418 0.76936529 0.75089640 0.73242751
## XT289 XT290 XT291 XT292 XT293 XT294
## 1: -0.99109518 -0.991095180 -0.99109518 -0.99109518 -0.99109518 -0.99109518
## 2: -0.05113937 -0.051139370 -0.05113937 -0.05113937 -0.05157836 -0.05395409
## 3: 0.04154861 -0.003532826 -0.03656331 -0.05546207 -0.05546207 -0.05546207
## 4: 1.73097300 1.701239000 1.67150500 1.64403180 1.62916480 1.62478010
## 5: -1.27603620 -1.291969500 -1.30423280 -1.31032300 -1.31032300 -1.31032300
## 6: 0.71395862 0.687466370 0.66097412 0.63327079 0.60556747 0.58603890
## XT295 XT296 XT297 XT298 XT299 XT300
## 1: -0.99109518 -0.99109518 -0.9910952 -0.9910952 -0.9910952 -0.9910952
## 2: -0.07252088 -0.10875067 -0.1449805 -0.1810941 -0.2155421 -0.2376337
## 3: -0.06809614 -0.09483699 -0.1399184 -0.1849999 -0.2300813 -0.2751628
## 4: 1.62258770 1.61409230 1.5883710 1.5586369 1.5289028 1.4991688
## 5: -1.31239360 -1.32423940 -1.3401727 -1.3561061 -1.3720394 -1.3879726
## 6: 0.56651033 0.56651033 0.5665103 0.5665103 0.5665103 0.5665103
## XT301 XT302 XT303 XT304 XT305 XT306 XT307
## 1: -0.9910952 -0.9757832 -0.9604711 -0.9057854 -0.8510997 -0.7964140 -0.7417282
## 2: -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337 -0.2376337
## 3: -0.3202444 -0.3653259 -0.3890267 -0.3713365 -0.3270922 -0.2820107 -0.2369291
## 4: 1.4694348 1.4391135 1.3838932 1.3262260 1.2667580 1.2072899 1.1478218
## 5: -1.4039059 -1.4198392 -1.4323556 -1.4369826 -1.4369826 -1.4369826 -1.4369826
## 6: 0.5665103 0.5665103 0.5665103 0.5678728 0.5692352 0.5784697 0.5877041
## XT308 XT309 XT310 XT311 XT312 XT313
## 1: -0.6946985 -0.6476688 -0.6476688 -0.64766875 -0.64766875 -0.64766875
## 2: -0.2376337 -0.2376337 -0.2376337 -0.23763371 -0.23763371 -0.23763371
## 3: -0.1918477 -0.1467662 -0.1016848 -0.06120346 -0.05663826 -0.05546207
## 4: 1.0943436 1.0603618 1.0531583 1.04446710 1.01898080 0.90994938
## 5: -1.4369826 -1.4369826 -1.4369826 -1.44034250 -1.45251250 -1.46844580
## 6: 0.5969386 0.6061730 0.6207059 0.63523879 0.65370767 0.67217655
## XT314 XT315 YT1 YT2 YT3 YT4
## 1: -0.64766875 -0.64766875 -2.1193958 -2.1193958 -2.1193958 -2.1193958
## 2: -0.23763371 -0.23763371 0.6666239 0.6666239 0.6666239 0.6666239
## 3: -0.05546207 -0.05546207 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.79101316 0.67207694 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -1.48437920 -1.50031250 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: 0.69064543 0.70911432 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT5 YT6 YT7 YT8 YT9 YT10 YT11
## 1: -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958
## 2: 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT12 YT13 YT14 YT15 YT16 YT17 YT18
## 1: -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958 -2.1193958
## 2: 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239 0.6666239
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT19 YT20 YT21 YT22 YT23 YT24 YT25
## 1: -2.1193958 -2.0515592 -1.9837226 -1.8667630 -1.7498034 -1.6328438 -1.5158842
## 2: 0.6666239 0.6666239 0.6666239 0.6850068 0.7202408 0.7574904 0.7951970
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT26 YT27 YT28 YT29 YT30 YT31 YT32
## 1: -1.4503868 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8329035 0.8566885 0.8597792 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667 0.3740667
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804
## YT33 YT34 YT35 YT36 YT37 YT38 YT39
## 1: -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302 -0.1897302
## 4: 0.3821855 0.4311240 0.4859260 0.5330415 0.5534326 0.5570033 0.5662498
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.3974369
## 6: -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0800804 -1.0230950 -0.9661096
## YT40 YT41 YT42 YT43 YT44 YT45 YT46
## 1: -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894 -1.3848894
## 2: 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198 0.8607198
## 3: -0.1898701 -0.1943401 -0.2125492 -0.2307584 -0.2479439 -0.2621058 -0.2621058
## 4: 0.5907190 0.6455586 0.6967335 0.7399400 0.7399400 0.7399400 0.7399400
## 5: -0.3974369 -0.3724914 -0.3247511 -0.2667493 -0.2087474 -0.1765722 -0.1668980
## 6: -0.9081745 -0.8502393 -0.8160481 -0.7818568 -0.7818568 -0.7818568 -0.7818568
## YT47 YT48 YT49 YT50 YT51 YT52
## 1: -1.3848894 -1.3848894 -1.3848894 -1.38488940 -1.38488940 -1.38488940
## 2: 0.8607198 0.8607198 0.8607198 0.86071984 0.86071984 0.86071984
## 3: -0.2621058 -0.2621058 -0.2621058 -0.26210580 -0.26210580 -0.26210580
## 4: 0.7399400 0.7399400 0.7399400 0.73993996 0.73993996 0.75151682
## 5: -0.1668980 -0.1636934 -0.1482753 -0.09127556 -0.03327389 0.02359626
## 6: -0.7818568 -0.7818568 -0.7818568 -0.78185684 -0.78185684 -0.78185684
## YT53 YT54 YT55 YT56 YT57 YT58
## 1: -1.38488940 -1.38488940 -1.38488940 -1.38488940 -1.38488940 -1.38488940
## 2: 0.86071984 0.86071984 0.86071984 0.86071984 0.86071984 0.86071984
## 3: -0.26210580 -0.26210580 -0.26210580 -0.26210580 -0.26210580 -0.26210580
## 4: 0.78414253 0.83898233 0.87728374 0.89258176 0.83548672 0.78301493
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -0.78185684 -0.78185684 -0.78185684 -0.78185684 -0.78185684 -0.78185684
## YT59 YT60 YT61 YT62 YT63 YT64
## 1: -1.38488940 -1.38488940 -1.38488940 -1.3848894 -1.3848894 -1.3848894
## 2: 0.86071984 0.86071984 0.86071984 0.8607198 0.8607198 0.8607198
## 3: -0.26210580 -0.26173439 -0.25228406 -0.2369818 -0.2187726 -0.2005635
## 4: 0.73993996 0.73993996 0.73993996 0.7399400 0.7399400 0.7399400
## 5: 0.06364033 0.06364033 0.09383746 0.1436680 0.2016697 0.2555598
## 6: -0.78185684 -0.78185684 -0.78185684 -0.7707763 -0.7596958 -0.6631372
## YT65 YT66 YT67 YT68 YT69 YT70
## 1: -1.3848894 -1.3848894 -1.3848894 -1.38488940 -1.38488940 -1.341848300
## 2: 0.8607198 0.8607198 0.8607198 0.86071984 0.86071984 0.860719840
## 3: -0.1718985 -0.1385603 -0.1021420 -0.06572382 -0.02930557 0.007112684
## 4: 0.7399400 0.7399400 0.7399400 0.73993996 0.73993996 0.739939960
## 5: 0.2930039 0.2941786 0.2941786 0.29417865 0.29417865 0.294178650
## 6: -0.5665786 -0.4700200 -0.3734614 -0.26645548 -0.15944956 -0.043579250
## YT71 YT72 YT73 YT74 YT75 YT76
## 1: -1.29880710 -1.20523940 -1.1116717 -1.0181040 -0.9245362 -0.8234831
## 2: 0.86071984 0.86071984 0.8701935 0.8992460 0.9336602 0.9713667
## 3: 0.04353095 0.07994922 0.1058996 0.1262788 0.1444880 0.1626971
## 4: 0.73993996 0.73993996 0.7399400 0.7372901 0.7224620 0.6653671
## 5: 0.29417865 0.29417865 0.2941786 0.2941786 0.2941786 0.2941786
## 6: 0.07229106 0.18816136 0.3040317 0.4199020 0.5357723 0.6516426
## YT77 YT78 YT79 YT80 YT81 YT82
## 1: -0.7224300 -0.6054704 -0.4885108 -0.3715511 -0.2545915 -0.1586847
## 2: 1.0090731 1.0467796 1.0844861 1.1221926 1.1598991 1.1976056
## 3: 0.1907521 0.2260833 0.2625015 0.2985312 0.3261182 0.3443273
## 4: 0.6082722 0.5511773 0.4940825 0.4369876 0.3951155 0.3747245
## 5: 0.2941786 0.2941786 0.2941786 0.2991165 0.3248135 0.3815485
## 6: 0.7675129 0.8605892 0.9536654 1.0116008 1.0695362 1.1274716
## YT83 YT84 YT85 YT86 YT87 YT88
## 1: -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777
## 2: 1.23289320 1.24278350 1.24891110 1.24891110 1.24891110 1.24891110
## 3: 0.36253647 0.38074563 0.39895477 0.41716388 0.43537299 0.45102753
## 4: 0.37406670 0.37406670 0.37406670 0.37406670 0.37406670 0.37406670
## 5: 0.43955033 0.49133592 0.52471758 0.52471758 0.52471758 0.52471758
## 6: 1.18540710 1.22751300 1.26961890 1.30824230 1.34686580 1.39023780
## YT89 YT90 YT91 YT92 YT93 YT94
## 1: -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777 -0.06277777
## 2: 1.27522230 1.30516180 1.34286820 1.38057470 1.41828120 1.43345250
## 3: 0.46164942 0.46164942 0.46164942 0.46164942 0.46164942 0.46164942
## 4: 0.37406670 0.37406670 0.37406670 0.37406670 0.37406670 0.39163869
## 5: 0.52471758 0.52471758 0.52471758 0.52471758 0.52471758 0.52471758
## 6: 1.43360970 1.49154470 1.54947960 1.60741450 1.66534930 1.71030440
## YT95 YT96 YT97 YT98 YT99 YT100 YT101
## 1: -0.06277777 0.02143312 0.1056440 0.1992117 0.2927793 0.3863470 0.4799146
## 2: 1.44300680 1.44300680 1.4430068 1.4430068 1.4240998 1.3978826 1.3601761
## 3: 0.46164942 0.46164942 0.4616494 0.4616494 0.4616494 0.4616494 0.4616494
## 4: 0.43649895 0.49291725 0.5337745 0.5570033 0.5570033 0.5693131 0.5954550
## 5: 0.52471758 0.52471758 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176
## 6: 1.75525940 1.79388280 1.8325063 1.8673306 1.9021549 1.9021549 1.9021549
## YT102 YT103 YT104 YT105 YT106 YT107 YT108
## 1: 0.5734823 0.6670500 0.7606177 0.8541854 0.9477532 1.0413209 1.0913796
## 2: 1.3224697 1.2847632 1.2624833 1.2501205 1.2489111 1.2489111 1.2489111
## 3: 0.4616494 0.4616494 0.4653736 0.4884231 0.5220392 0.5584575 0.5948757
## 4: 0.6525499 0.7096447 0.7667396 0.8238347 0.8809297 0.8989340 0.8499954
## 5: 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176 0.5247176
## 6: 1.9021549 1.9021549 1.8920243 1.8818937 1.8625823 1.8432709 1.8239594
## YT109 YT110 YT111 YT112 YT113 YT114 YT115
## 1: 1.1414383 1.1648302 1.1882221 1.2116140 1.2350059 1.2471697 1.2593335
## 2: 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111 1.2489111
## 3: 0.6312940 0.6677122 0.7041304 0.7405486 0.7911831 0.8445021 0.8991295
## 4: 0.7935394 0.7364444 0.6793495 0.6222546 0.5651597 0.5080649 0.4509700
## 5: 0.5247176 0.5247176 0.5247176 0.5310662 0.5670420 0.6238343 0.6818361
## 6: 1.8046479 1.7302504 1.6558529 1.5786061 1.5013592 1.4313938 1.3614285
## YT116 YT117 YT118 YT119 YT120 YT121 YT122
## 1: 1.2593335 1.2593335 1.2593335 1.25933350 1.243427000 1.227520500 1.180736600
## 2: 1.2489111 1.2489111 1.2489111 1.24891110 1.248911100 1.248911100 1.248911100
## 3: 0.9537569 0.9943815 1.0314339 1.06790650 1.105016200 1.154518300 1.209145600
## 4: 0.3826741 0.2994937 0.1853038 0.07757891 0.008192965 0.008192965 0.008192965
## 5: 0.7178809 0.7126724 0.6546707 0.59666902 0.546190720 0.524717580 0.524717580
## 6: 1.3034931 1.2455578 1.1876223 1.12968690 1.071751700 1.013816600 0.955881410
## YT123 YT124 YT125 YT126 YT127 YT128
## 1: 1.13395270 1.0871689 1.0403850 0.9842444 0.9281038 0.8345360
## 2: 1.24891110 1.2459279 1.2230568 1.1938967 1.1561902 1.1184837
## 3: 1.26377300 1.3135066 1.3444463 1.3626554 1.3808646 1.3990738
## 4: -0.01390833 -0.0628845 -0.1199795 -0.1770745 -0.2341694 -0.2912643
## 5: 0.52471758 0.5247176 0.6184648 0.7317618 0.8477653 0.9568357
## 6: 0.89794625 0.8444433 0.7909403 0.7523169 0.7136934 0.6750700
## YT129 YT130 YT131 YT132 YT133 YT134 YT135
## 1: 0.7409683 0.6474006 0.5538329 0.4602652 0.3666975 0.2731298 0.1795622
## 2: 1.0807773 1.0430708 1.0053643 0.9676579 0.9299514 0.8922449 0.8545384
## 3: 1.4172831 1.4354924 1.4537018 1.4673183 1.4749076 1.4749076 1.4749076
## 4: -0.3645968 -0.4532274 -0.5674173 -0.6721916 -0.7596757 -0.8167707 -0.8738656
## 5: 1.0317240 1.0907852 1.1487869 1.1935499 1.2163332 1.2163332 1.2163332
## 6: 0.6364465 0.6231499 0.6098533 0.6098533 0.6098533 0.6082704 0.6066875
## YT136 YT137 YT138 YT139 YT140 YT141
## 1: 0.08599451 -0.007573141 -0.1011408 -0.1947084 -0.2021939 -0.2096793
## 2: 0.81683187 0.779125350 0.7414188 0.7037123 0.6660057 0.6282992
## 3: 1.47994520 1.490581000 1.5087899 1.5269987 1.5401438 1.5472821
## 4: -0.95542974 -1.069619600 -1.1838095 -1.2979993 -1.4121892 -1.5263790
## 5: 1.22779240 1.266258600 1.3242603 1.3821354 1.4386686 1.4468715
## 6: 0.58737575 0.568064050 0.5487523 0.5294406 0.5395714 0.5497022
## YT142 YT143 YT144 YT145 YT146 YT147
## 1: -0.2096793 -0.2096793 -0.2096793 -0.2096793 -0.1549422 -0.1002051
## 2: 0.5905928 0.5528864 0.5151799 0.4907769 0.4734690 0.4725284
## 3: 1.5472821 1.5472821 1.5519534 1.5638780 1.5820873 1.6002966
## 4: -1.5987720 -1.6382385 -1.6382385 -1.6382385 -1.6382385 -1.6382385
## 5: 1.4468715 1.4468715 1.4468715 1.4468715 1.4468715 1.4468715
## 6: 0.5883256 0.6269491 0.6655725 0.7041960 0.6886832 0.6731705
## YT148 YT149 YT150 YT151 YT152 YT153
## 1: -0.03002934 0.0401464 0.1103222 0.1804979 0.2506737 0.3208494
## 2: 0.47252837 0.4725284 0.4619931 0.4422127 0.4076238 0.3699174
## 3: 1.61464590 1.6192558 1.6196585 1.6196585 1.6196585 1.6196585
## 4: -1.63128490 -1.6032824 -1.5461875 -1.4890926 -1.4319976 -1.3749027
## 5: 1.44687150 1.4468715 1.4468715 1.4468715 1.4468715 1.4468715
## 6: 0.65385878 0.6345470 0.6152353 0.5959236 0.5766119 0.5573001
## YT154 YT155 YT156 YT157 YT158 YT159 YT160
## 1: 0.3910252 0.4612010 0.5313767 0.6015525 0.6717283 0.7419040 0.8120799
## 2: 0.3322110 0.3024194 0.2838752 0.2784329 0.2784329 0.2784329 0.2729906
## 3: 1.6196585 1.6196585 1.6186771 1.6013898 1.5834703 1.5652609 1.5470516
## 4: -1.3178078 -1.2858962 -1.2723649 -1.2723649 -1.2723649 -1.2723649 -1.2723649
## 5: 1.4468715 1.4473897 1.4539975 1.5041391 1.5621409 1.6201428 1.6702843
## 6: 0.5379884 0.5186768 0.5145611 0.5104455 0.5104455 0.5104455 0.5063299
## YT161 YT162 YT163 YT164 YT165 YT166
## 1: 0.8822557 0.9524315 1.0226073 1.0843620 1.1461167 1.19290050
## 2: 0.2544464 0.2246547 0.1869482 0.1492416 0.1115351 0.07382856
## 3: 1.5288427 1.5106339 1.4924250 1.4742160 1.4560067 1.43779740
## 4: -1.2588335 -1.2269220 -1.1698270 -1.1127321 -1.0556372 -0.99854223
## 5: 1.6768921 1.6774104 1.6774104 1.6774104 1.6774104 1.67741040
## 6: 0.5022143 0.4829025 0.4635908 0.4442790 0.4249673 0.40565557
## YT167 YT168 YT169 YT170 YT171 YT172
## 1: 1.2396843 1.286468100 1.33325190 1.36974320 1.4062346 1.4062346
## 2: 0.0361221 -0.001584341 -0.03929078 -0.07699722 -0.1147037 -0.1524102
## 3: 1.4191854 1.396366200 1.36380800 1.32738970 1.2909714 1.2608379
## 4: -0.9414473 -0.855259870 -0.74802358 -0.63383364 -0.5453534 -0.4730357
## 5: 1.6774104 1.677410400 1.67741040 1.67741040 1.6765812 1.6648340
## 6: 0.3863438 0.367032150 0.34772045 0.32967509 0.3116297 0.3116297
## YT173 YT174 YT175 YT176 YT177 YT178
## 1: 1.4062346 1.4062346 1.4062346 1.4043633 1.4024919 1.3791000
## 2: -0.1901168 -0.2278233 -0.2655299 -0.3032364 -0.3409429 -0.3786493
## 3: 1.2379575 1.2197484 1.2015393 1.1833302 1.1651211 1.1469120
## 4: -0.4159408 -0.3588460 -0.3017511 -0.2446562 -0.1875613 -0.1304664
## 5: 1.6142692 1.5562673 1.4982655 1.4402637 1.3822620 1.3242603
## 6: 0.3116297 0.3116297 0.3116297 0.3116297 0.3116297 0.3116297
## YT179 YT180 YT181 YT182 YT183 YT184
## 1: 1.35570810 1.33231620 1.30892430 1.2855324 1.2621405 1.2387486
## 2: -0.41635575 -0.45406219 -0.47866680 -0.4979500 -0.4979500 -0.4979500
## 3: 1.12870290 1.10292060 1.07154000 1.0351218 0.9987035 0.9698745
## 4: -0.07337133 -0.01627632 -0.08968403 -0.2609688 -0.4322536 -0.5731491
## 5: 1.26625860 1.20825700 1.15025530 1.0922536 1.0342519 0.9990334
## 6: 0.31162973 0.31162973 0.31162973 0.3116297 0.3116297 0.3116297
## YT185 YT186 YT187 YT188 YT189 YT190 YT191
## 1: 1.2153567 1.1919648 1.1685729 1.1451810 1.1217891 1.0796837 1.0375782
## 2: -0.4979500 -0.5087003 -0.5241537 -0.5616183 -0.5993247 -0.6370312 -0.6661912
## 3: 0.9470725 0.9288634 0.9106542 0.8924451 0.8742359 0.8560268 0.8378177
## 4: -0.6967546 -0.8109445 -0.8995752 -0.9729078 -1.0300027 -1.0326902 -0.9798990
## 5: 0.9857948 0.9857948 0.9847353 0.9678486 0.9167800 0.8587782 0.8007763
## 6: 0.3116297 0.3182780 0.3249263 0.3442380 0.3635497 0.3828614 0.4021731
## YT192 YT193 YT194 YT195 YT196 YT197 YT198
## 1: 0.9907943 0.9440105 0.8972266 0.8504427 0.8190975 0.7877523 0.7643604
## 2: -0.6890623 -0.6920455 -0.6920455 -0.6920455 -0.6920455 -0.6920455 -0.6920455
## 3: 0.8132433 0.7792719 0.7428537 0.7064354 0.6751424 0.6562418 0.6379783
## 4: -0.8657092 -0.7596382 -0.6804419 -0.6233469 -0.5662519 -0.4744640 -0.3635068
## 5: 0.7427745 0.6847728 0.6267712 0.5687695 0.5107677 0.4527659 0.3947641
## 6: 0.3917258 0.3812785 0.3619668 0.3426551 0.3195443 0.2964336 0.2578102
## YT199 YT200 YT201 YT202 YT203 YT204
## 1: 0.7409684 0.7175765 0.69418451 0.67079258 0.647400650 0.62400875
## 2: -0.6920455 -0.6920455 -0.69204552 -0.69204552 -0.692045520 -0.69204552
## 3: 0.6197692 0.6015601 0.58335100 0.56514189 0.544315800 0.51812088
## 4: -0.2493170 -0.1661366 -0.09784064 -0.04074563 -0.033115425 -0.05705849
## 5: 0.3367623 0.2787605 0.22075880 0.16275710 0.105964700 0.06998898
## 6: 0.2191867 0.1805633 0.14193980 0.06722560 -0.007488605 -0.10404722
## YT205 YT206 YT207 YT208 YT209 YT210
## 1: 0.60061684 0.57722495 0.55383306 0.53933008 0.52482710 0.52482710
## 2: -0.69204552 -0.69486746 -0.70784841 -0.73346091 -0.77116747 -0.80887400
## 3: 0.46349344 0.40886602 0.35580276 0.30601576 0.26895537 0.23253715
## 4: -0.11415350 -0.17124847 -0.22834339 -0.28511877 -0.33813545 -0.35768077
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -0.20060583 -0.30001370 -0.39942158 -0.55391535 -0.70840912 -0.86290288
## YT211 YT212 YT213 YT214 YT215 YT216
## 1: 0.52482710 0.52482710 0.52482710 0.524827100 0.52482710 0.52482710
## 2: -0.84537112 -0.87071487 -0.88614150 -0.886141500 -0.88614150 -0.88614150
## 3: 0.19331674 0.14352978 0.07441741 0.001580879 -0.07043634 -0.13474453
## 4: -0.35768077 -0.35768077 -0.42984817 -0.532461200 -0.64665111 -0.72988793
## 5: 0.06364033 0.06364033 0.06364033 0.063640326 0.06364033 0.06364033
## 6: -1.01739660 -1.15352840 -1.28966020 -1.405530500 -1.52140080 -1.63727110
## YT217 YT218 YT219 YT220 YT221 YT222
## 1: 0.52482710 0.52482710 0.52482710 0.52716629 0.52950549 0.55289738
## 2: -0.88614150 -0.88614150 -0.88614150 -0.88614150 -0.88614150 -0.88614150
## 3: -0.19203519 -0.24666257 -0.30128996 -0.35591735 -0.41054473 -0.46517211
## 4: -0.79929264 -0.85638753 -0.86702470 -0.84240512 -0.78463366 -0.71530411
## 5: 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033 0.06364033
## 6: -1.75314150 -1.81677520 -1.88040890 -1.93834400 -1.99627920 -2.02255580
## YT223 YT224 YT225 YT226 YT227 YT228
## 1: 0.57628926 0.59968117 0.62307308 0.6464650 0.66985686 0.6707925
## 2: -0.88614150 -0.88614150 -0.88614150 -0.8861415 -0.88614150 -0.8861415
## 3: -0.51979950 -0.56381101 -0.60323878 -0.6396570 -0.67607528 -0.7018716
## 4: -0.61868623 -0.50449632 -0.39030645 -0.1945524 0.03382744 0.2622072
## 5: 0.05871688 0.03941177 -0.01858989 -0.0765916 -0.13459328 -0.1925950
## 6: -2.04883240 -2.01020900 -1.97158560 -1.9329622 -1.89433880 -1.8265894
## YT229 YT230 YT231 YT232 YT233 YT234 YT235
## 1: 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282 0.6717282
## 2: -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.8861415
## 3: -0.7226354 -0.7408445 -0.7590537 -0.7772628 -0.7954719 -0.8136810 -0.8318901
## 4: 0.4537891 0.6327416 0.8040264 0.8544308 0.8483040 0.7898934 0.6920163
## 5: -0.2505968 -0.3085987 -0.3666005 -0.3912207 -0.3974369 -0.3974369 -0.3974369
## 6: -1.7588401 -1.6815932 -1.6043463 -1.5305819 -1.4568174 -1.3988822 -1.3409471
## YT236 YT237 YT238 YT239 YT240 YT241
## 1: 0.6717282 0.6717282 0.6717282 0.6717282 0.67172823 0.67172823
## 2: -0.8861415 -0.8861415 -0.8861415 -0.8861415 -0.88614150 -0.88614150
## 3: -0.8500992 -0.8683084 -0.8865175 -0.9047266 -0.92293571 -0.94114486
## 4: 0.5511772 0.3821476 0.2271757 0.1398607 0.08276584 0.02567097
## 5: -0.3974369 -0.3974369 -0.3974369 -0.3974369 -0.39743692 -0.39743692
## 6: -1.2830119 -1.2250768 -1.1671416 -1.1092065 -1.05127130 -0.99333615
## YT242 YT243 YT244 YT245 YT246 YT247 YT248
## 1: 0.6717282 0.6717282 0.6717282 0.6717282 0.6590966 0.6464650 0.6230731
## 2: -0.8894338 -0.8980877 -0.9263205 -0.9640269 -1.0017334 -1.0373436 -1.0670142
## 3: -0.9593540 -0.9775632 -0.9957723 -1.0139814 -1.0321905 -1.0475652 -1.0582365
## 4: -0.1159575 -0.2819424 -0.4532272 -0.4771703 -0.4555577 -0.3981997 -0.3125573
## 5: -0.3974369 -0.4012605 -0.4290075 -0.4870092 -0.5450109 -0.6030126 -0.6242612
## 6: -0.9366673 -0.8799985 -0.8606868 -0.8413750 -0.8220633 -0.8027515 -0.8011686
## YT249 YT250 YT251 YT252 YT253 YT254
## 1: 0.5996812 0.57628928 0.55289738 0.5295055 0.5061135 0.4827216
## 2: -1.0802370 -1.08023700 -1.08023700 -1.0812851 -1.0887028 -1.1092896
## 3: -1.0582365 -1.05823650 -1.06131650 -1.0690698 -1.0872789 -1.1054881
## 4: -0.2108652 -0.08915785 0.09028335 0.3787274 0.7203948 1.0588861
## 5: -0.6279754 -0.62797537 -0.62915009 -0.6665943 -0.7204845 -0.7784862
## 6: -0.7995857 -0.81889740 -0.83820916 -0.8575209 -0.8768327 -0.9132400
## YT255 YT256 YT257 YT258 YT259 YT260 YT261
## 1: 0.4593296 0.4359377 0.4125457 0.3891538 0.3657618 0.3423699 0.3189780
## 2: -1.1469961 -1.1847027 -1.2222614 -1.2531684 -1.2743330 -1.2743330 -1.2743330
## 3: -1.1236972 -1.1419064 -1.1601155 -1.1783246 -1.1988487 -1.2276606 -1.2629163
## 4: 1.3563322 1.6418069 1.9272816 2.1696814 2.4026844 2.6310642 2.8232473
## 5: -0.8364880 -0.8944897 -0.9524914 -1.0104932 -1.0614121 -1.0890525 -1.0890525
## 6: -0.9496473 -0.9882707 -1.0268941 -1.0294268 -1.0319594 -0.9547126 -0.8774657
## YT262 YT263 YT264 YT265 YT266 YT267
## 1: 0.2955861 0.2721942 0.2488023 0.2254104 0.2020185 0.1786266
## 2: -1.2743330 -1.2799097 -1.2922590 -1.3299654 -1.3676719 -1.4053783
## 3: -1.2993346 -1.3344484 -1.3584199 -1.3781640 -1.3963731 -1.4145822
## 4: 3.0039288 3.1684477 3.2663246 3.3010551 3.2889333 3.2277602
## 5: -1.0890525 -1.0890525 -1.0890525 -1.0890525 -1.0890525 -1.0890525
## 6: -0.8002189 -0.7229720 -0.5887397 -0.4545074 -0.3000137 -0.1455199
## YT268 YT269 YT270 YT271 YT272 YT273
## 1: 0.155234720 0.1318428 0.1084509 0.08505903 0.08459119 0.08412335
## 2: -1.434377100 -1.4560657 -1.4183592 -1.38065280 -1.34294630 -1.30851870
## 3: -1.432791300 -1.4510005 -1.4692097 -1.48741880 -1.49146610 -1.49248970
## 4: 2.998102600 2.7126281 2.4271536 2.09274050 1.75017100 1.40760140
## 5: -1.089052500 -1.0890525 -1.0890525 -1.08905250 -1.08905250 -1.08905250
## 6: 0.008973854 0.1634676 0.3179614 0.47245513 0.62694889 0.78144266
## YT274 YT275 YT276 YT277 YT278 YT279
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.27575740 -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.49248970 -1.49248970 -1.50622880 -1.52429800 -1.54247190 -1.55906760
## 4: 1.06503180 0.72246216 0.38214773 0.07220378 -0.22251734 -0.49727965
## 5: -1.08905250 -1.09931400 -1.13237030 -1.19037200 -1.24837370 -1.30637550
## 6: 0.89034808 0.99925351 1.07650040 1.15374720 1.22941110 1.30507500
## YT280 YT281 YT282 YT283 YT284 YT285
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.56486520 -1.56486520 -1.56486520 -1.55858440 -1.53582270 -1.49940450
## 4: -0.72158118 -0.86570920 -0.97531339 -1.07319040 -1.08942800 -1.08942800
## 5: -1.36437720 -1.42237900 -1.48038070 -1.53763380 -1.54791260 -1.55012960
## 6: 1.28576360 1.26645220 1.24714070 1.22782920 1.19142190 1.15501470
## YT286 YT287 YT288 YT289 YT290 YT291
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.07102388 0.05792441
## 2: -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300 -1.27433300
## 3: -1.46298620 -1.43499460 -1.42011410 -1.42011410 -1.42011410 -1.42498170
## 4: -1.08942800 -1.03958740 -0.98455980 -0.92934423 -0.91303139 -0.90649122
## 5: -1.55012960 -1.56122610 -1.59785260 -1.65585430 -1.71385600 -1.75849820
## 6: 1.09707930 1.03914390 0.98120848 0.92327308 0.86533788 0.80740269
## YT292 YT293 YT294 YT295 YT296 YT297
## 1: 0.03453252 0.01114063 -0.01225128 -0.03564319 -0.03938589 -0.04312859
## 2: -1.27433300 -1.27478990 -1.27726240 -1.29658600 -1.33429240 -1.37199880
## 3: -1.43555730 -1.45376640 -1.47197560 -1.48508160 -1.49248970 -1.49248970
## 4: -0.90649122 -0.90649122 -0.90649122 -0.90649122 -0.90649122 -0.90649122
## 5: -1.78066810 -1.78066810 -1.78066810 -1.78820590 -1.83132790 -1.88932970
## 6: 0.74946753 0.69153238 0.62789867 0.56426497 0.48701806 0.40977115
## YT298 YT299 YT300 YT301 YT302 YT303
## 1: -0.01973668 0.003655229 0.02704712 0.05043901 0.06728118 0.08412335
## 2: -1.40958440 -1.445436400 -1.46842840 -1.46842840 -1.46842840 -1.46842840
## 3: -1.49248970 -1.492489700 -1.49248970 -1.49248970 -1.49248970 -1.49248970
## 4: -0.90946061 -0.917617030 -1.02301150 -1.13720140 -1.25026360 -1.31551490
## 5: -1.94733160 -2.004918800 -2.01005820 -2.01120700 -2.01120700 -2.02364520
## 6: 0.33252425 0.255277360 0.21981977 0.18436219 0.16505048 0.14573878
## YT304 YT305 YT306 YT307 YT308 YT309
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.46959750 -1.47955490 -1.51726140 -1.55496780 -1.59267430 -1.62987010
## 3: -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970
## 4: -1.37606790 -1.43789880 -1.53169760 -1.63940370 -1.74784270 -1.83756330
## 5: -2.06480350 -2.12280520 -2.18080690 -2.22243160 -2.24174530 -2.24174530
## 6: 0.12927635 0.11281392 0.11281392 0.11281392 0.11281392 0.11281392
## YT310 YT311 YT312 YT313 YT314 YT315
## 1: 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335 0.08412335
## 2: -1.66252390 -1.66252390 -1.66252390 -1.66252390 -1.66252390 -1.66252390
## 3: -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970 -1.49248970
## 4: -1.90157430 -1.93363630 -1.91732350 -1.66037750 -1.37490280 -1.08942800
## 5: -2.24174530 -2.22951440 -2.18521200 -2.12721040 -2.06920870 -2.01120700
## 6: 0.12389440 0.13497489 0.15428659 0.17359829 0.19290999 0.21222169
## ZT1 ZT2 ZT3 ZT4 ZT5 ZT6 ZT7
## 1: -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651
## 2: 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT8 ZT9 ZT10 ZT11 ZT12 ZT13 ZT14
## 1: -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651
## 2: 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT15 ZT16 ZT17 ZT18 ZT19 ZT20 ZT21
## 1: -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5289651 -1.5182671 -1.5075690
## 2: 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688 1.7868688
## 3: 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5212487 0.5306925
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT22 ZT23 ZT24 ZT25 ZT26 ZT27 ZT28
## 1: -1.4891241 -1.4706792 -1.4522342 -1.4337893 -1.4234602 -1.4131310 -1.4131310
## 2: 1.7693956 1.7359054 1.7004993 1.6646589 1.6288185 1.6062107 1.6032730
## 3: 0.5474001 0.5706131 0.5938262 0.6073079 0.6135131 0.6135131 0.6135131
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552 0.3094552
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT29 ZT30 ZT31 ZT32 ZT33 ZT34 ZT35
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788
## 3: 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131 0.6135131
## 4: 0.3094552 0.3094552 0.3094552 0.3094552 0.3142671 0.3432722 0.3757525
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008 0.6564008
## ZT36 ZT37 ZT38 ZT39 ZT40 ZT41 ZT42
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788 1.6023788
## 3: 0.6135131 0.6135131 0.6135131 0.6135131 0.6136915 0.6193898 0.6426028
## 4: 0.4036771 0.4157625 0.4178789 0.4343195 0.4778271 0.5753349 0.6733439
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4155222 -0.3188776
## 6: 0.6564008 0.6564008 0.6723916 0.6883824 0.7046398 0.7208972 0.7304917
## ZT43 ZT44 ZT45 ZT46 ZT47 ZT48
## 1: -1.4131310 -1.41313100 -1.41313100 -1.4131310 -1.4131310 -1.4131310
## 2: 1.6023788 1.60237880 1.60237880 1.6023788 1.6023788 1.5647417
## 3: 0.6658159 0.68902890 0.71224192 0.7354549 0.7586679 0.7812484
## 4: 0.7666300 0.83430861 0.90198709 0.9599971 0.9599971 0.9599971
## 5: -0.2014598 -0.08404193 0.03337552 0.1507935 0.2682118 0.3791426
## 6: 0.7400862 0.74008617 0.74008617 0.7400862 0.7400862 0.7400862
## ZT49 ZT50 ZT51 ZT52 ZT53 ZT54 ZT55
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.5224724 1.4746851 1.4268980 1.3791108 1.3634599 1.3563923 1.3563923
## 3: 0.8027433 0.8182186 0.8336940 0.8511261 0.8739473 0.9109728 0.9496611
## 4: 0.9533808 0.9267929 0.8943905 0.8674126 0.8529101 0.8515735 0.8515735
## 5: 0.4653477 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761
## 6: 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862
## ZT56 ZT57 ZT58 ZT59 ZT60 ZT61 ZT62
## 1: -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310 -1.4131310
## 2: 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923 1.3563923
## 3: 0.9873614 1.0195854 1.0447659 1.0679789 1.0911919 1.1144049 1.1376180
## 4: 0.8515735 0.8515735 0.8543135 0.8626229 0.8964623 0.9303016 0.9570454
## 5: 0.4673761 0.4673761 0.4673761 0.4673761 0.4673761 0.4062453 0.3053694
## 6: 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862 0.7400862
## ZT63 ZT64 ZT65 ZT66 ZT67 ZT68
## 1: -1.4131310 -1.41313100 -1.41313100 -1.4131310 -1.4131310 -1.4131310
## 2: 1.3563923 1.35639230 1.35639230 1.3563923 1.3563923 1.3563923
## 3: 1.1608310 1.18404400 1.20281400 1.2195981 1.2350735 1.2505488
## 4: 0.9594625 0.95999715 0.95999715 0.9599971 0.9599971 0.9599971
## 5: 0.1879517 0.07053347 -0.04688441 -0.1643022 -0.2817201 -0.3916190
## 6: 0.7400862 0.74008617 0.74008617 0.7400862 0.7400862 0.7488811
## ZT69 ZT70 ZT71 ZT72 ZT73 ZT74 ZT75
## 1: -1.4131310 -1.4004040 -1.3876770 -1.3600096 -1.3323423 -1.3046749 -1.2770075
## 2: 1.3563923 1.3563923 1.3563923 1.3563923 1.3473875 1.3197727 1.2870616
## 3: 1.2660242 1.2814995 1.2969748 1.3124502 1.3145810 1.3096098 1.3018721
## 4: 0.9599971 0.9599971 0.9652546 0.9772621 1.0111013 1.0433700 1.0684208
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215
## 6: 0.7576761 0.7739335 0.7901908 0.8064481 0.8227055 0.8546871 0.8866688
## ZT76 ZT77 ZT78 ZT79 ZT80 ZT81 ZT82
## 1: -1.2552425 -1.2334775 -1.2242550 -1.2150326 -1.2058101 -1.1965876 -1.1890252
## 2: 1.2512212 1.2153808 1.1776799 1.1328304 1.0865121 1.0387249 0.9909376
## 3: 1.2941344 1.2863967 1.2786591 1.2709214 1.2633488 1.2593639 1.2593639
## 4: 1.0684208 1.0684208 1.0594653 1.0304602 0.9972893 0.9724724 0.9603870
## 5: -0.4660215 -0.5358370 -0.6399189 -0.7573367 -0.8447663 -0.8061224 -0.5789804
## 6: 0.9191835 0.9516982 0.9906092 1.0295202 1.0782923 1.1270643 1.1758363
## ZT83 ZT84 ZT85 ZT86 ZT87 ZT88
## 1: -1.1814628 -1.1814628 -1.18146280 -1.1814628 -1.1814628 -1.1814628
## 2: 0.9431504 0.8953633 0.84757613 0.7997889 0.7520017 0.7042145
## 3: 1.2593639 1.2593639 1.25936390 1.2593639 1.2593639 1.2593639
## 4: 0.9599971 0.9524452 0.93651695 0.9026776 0.8688383 0.8349991
## 5: -0.3441447 -0.1218929 0.06310221 0.1805196 0.2979378 0.4153553
## 6: 1.2246084 1.2600547 1.29550110 1.3280158 1.3605304 1.3890474
## ZT89 ZT90 ZT91 ZT92 ZT93 ZT94 ZT95
## 1: -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628 -1.1814628
## 2: 0.6647636 0.6264623 0.5906219 0.5547815 0.5189411 0.4831007 0.4472603
## 3: 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639 1.2593639
## 4: 0.8011599 0.7673207 0.7528182 0.7866574 0.8204966 0.8439212 0.8511725
## 5: 0.4663967 0.4673761 0.4673761 0.4673761 0.3890389 0.2815883 0.1641706
## 6: 1.4175644 1.4338218 1.4500791 1.4663365 1.4825938 1.4606064 1.4386190
## ZT96 ZT97 ZT98 ZT99 ZT100 ZT101
## 1: -1.14826190 -1.115061100 -1.0781712000 -1.0412814000 -1.00439160 -0.96750171
## 2: 0.41141994 0.375579540 0.3397391300 0.3098891700 0.28235533 0.25846173
## 3: 1.25936390 1.259363900 1.2593639000 1.2593639000 1.25936390 1.25936390
## 4: 0.85157349 0.851573490 0.8515734900 0.8515734900 0.84427768 0.82878384
## 5: 0.05825815 0.003265187 0.0006772828 0.0006772828 -0.01680864 -0.07363785
## 6: 1.39797570 1.357332300 1.3142903000 1.2712483000 1.20621890 1.14118960
## ZT102 ZT103 ZT104 ZT105 ZT106 ZT107
## 1: -0.9165937 -0.8656858 -0.8103510 -0.7550162 -0.6996815 -0.64434669
## 2: 0.2345681 0.2106745 0.1818932 0.1499698 0.1145126 0.07867217
## 3: 1.2593639 1.2593639 1.2601551 1.2650524 1.2721947 1.27993240
## 4: 0.7949446 0.7611054 0.7272662 0.6934268 0.6595876 0.62574836
## 5: -0.1910556 -0.3084735 -0.4187921 -0.4660215 -0.4660215 -0.46602153
## 6: 1.0761602 1.0111308 0.9418372 0.8725436 0.7993855 0.72622746
## ZT108 ZT109 ZT110 ZT111 ZT112 ZT113
## 1: -0.58329400 -0.522241310 -0.45768408 -0.39312686 -0.3285696 -0.2640124
## 2: 0.04283177 0.006991367 -0.02884903 -0.06468944 -0.1005298 -0.1363702
## 3: 1.28712430 1.283500300 1.27709200 1.26935430 1.2616166 1.2599199
## 4: 0.59190916 0.558069960 0.51275788 0.45448034 0.3868019 0.3289478
## 5: -0.46602153 -0.466021530 -0.46602153 -0.46602153 -0.4660215 -0.4660215
## 6: 0.65306941 0.579911360 0.52994001 0.47996866 0.4311966 0.3824246
## ZT114 ZT115 ZT116 ZT117 ZT118 ZT119
## 1: -0.1950284 -0.1260444 -0.0522647 0.02151498 0.09529466 0.16907434
## 2: -0.1722106 -0.2080510 -0.2438914 -0.27973184 -0.31557224 -0.35141264
## 3: 1.2593639 1.2593639 1.2593639 1.25936390 1.25936390 1.25931770
## 4: 0.2804500 0.2466108 0.2061330 0.15683331 0.08915491 0.02339232
## 5: -0.4660215 -0.4660215 -0.4882461 -0.55222708 -0.66964488 -0.78706276
## 6: 0.3397824 0.2971401 0.2646254 0.23211073 0.19959604 0.16708135
## ZT120 ZT121 ZT122 ZT123 ZT124 ZT125
## 1: 0.24598967 0.32290499 0.40590716 0.48890933 0.57191149 0.65491365
## 2: -0.38725304 -0.42309345 -0.45893385 -0.49477425 -0.52966947 -0.55826345
## 3: 1.25873000 1.24761050 1.23213510 1.21665980 1.20326390 1.19785430
## 4: -0.03100884 -0.06484805 -0.09868741 -0.13252672 -0.16636592 -0.20020512
## 5: -0.90448064 -1.02189850 -1.13931630 -1.25673420 -1.37415210 -1.49156990
## 6: 0.14109627 0.11511118 0.09072516 0.06633915 0.04568429 0.02502944
## ZT126 ZT127 ZT128 ZT129 ZT130 ZT131
## 1: 0.73422678 0.813539910 0.8780971600 0.942654400 1.00721160 1.07176870
## 2: -0.58486488 -0.608758480 -0.6326520700 -0.656622300 -0.68756648 -0.72000081
## 3: 1.19785430 1.197854300 1.1962696000 1.191585800 1.18384810 1.17611050
## 4: -0.23404432 -0.267883530 -0.3017227700 -0.325938200 -0.34108677 -0.34108677
## 5: -1.60898770 -1.726405600 -1.8157528000 -1.766704800 -1.65357680 -1.53615890
## 6: 0.01690077 0.008772095 0.0006434229 -0.007485249 -0.02094421 -0.03440317
## ZT132 ZT133 ZT134 ZT135 ZT136 ZT137
## 1: 1.13300590 1.19424300 1.20346550 1.2126880 1.2219105 1.2311329
## 2: -0.75584121 -0.79168162 -0.82752202 -0.8572528 -0.8852975 -0.9091911
## 3: 1.16642120 1.15417070 1.13869530 1.1232200 1.1034633 1.0789488
## 4: -0.34666724 -0.36249527 -0.39633449 -0.4301737 -0.4785155 -0.5461939
## 5: -1.44554110 -1.39941920 -1.39941920 -1.3994192 -1.3762212 -1.2983507
## 6: -0.05066051 -0.06691786 -0.08450775 -0.1020976 -0.1346123 -0.1671270
## ZT138 ZT139 ZT140 ZT141 ZT142 ZT143 ZT144
## 1: 1.2403554 1.2495779 1.2248617 1.2001455 1.1724781 1.1448107 1.1171433
## 2: -0.9330847 -0.9569783 -0.9757330 -0.9926229 -1.0045697 -1.0165165 -1.0284633
## 3: 1.0479981 1.0170474 0.9796413 0.9345775 0.8804138 0.8262501 0.7740714
## 4: -0.6138724 -0.6673379 -0.7077935 -0.7416328 -0.7754720 -0.8093112 -0.8431505
## 5: -1.1809328 -1.0637714 -0.9493261 -0.9327203 -0.9327203 -0.9327203 -0.9477757
## 6: -0.1996417 -0.2321564 -0.2770640 -0.3219716 -0.3788723 -0.4357730 -0.4926737
## ZT145 ZT146 ZT147 ZT148 ZT149 ZT150 ZT151
## 1: 1.0894759 1.0546150 1.0197542 0.9828643 0.9459745 0.9090846 0.8721947
## 2: -1.0404101 -1.0523569 -1.0643037 -1.0762505 -1.0881973 -1.1001441 -1.1120909
## 3: 0.7249748 0.6785488 0.6321227 0.5856967 0.5392706 0.4928446 0.4464186
## 4: -0.8679674 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051
## 5: -1.0414127 -1.1571519 -1.2745698 -1.3295630 -1.2894328 -1.1720150 -1.0545971
## 6: -0.5495744 -0.5912839 -0.6329933 -0.6736366 -0.7142800 -0.7549234 -0.7955667
## ZT152 ZT153 ZT154 ZT155 ZT156 ZT157 ZT158
## 1: 0.8530120 0.8338293 0.8246069 0.8153844 0.8061619 0.7969394 0.7969394
## 2: -1.1240377 -1.1359845 -1.1479313 -1.1573704 -1.1632458 -1.1649702 -1.1649702
## 3: 0.3999925 0.3535665 0.3071405 0.2607144 0.2151224 0.1833882 0.1521911
## 4: -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8832051 -0.8954465
## 5: -0.9681817 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -0.8362101 -0.8768535 -0.9174968 -0.9581402 -0.9923872 -1.0266343 -1.0591490
## ZT159 ZT160 ZT161 ZT162 ZT163 ZT164
## 1: 0.7969394 0.80616193 0.81538443 0.82460685 0.833829270 0.84305176
## 2: -1.1649702 -1.16324580 -1.15737040 -1.14793130 -1.135984500 -1.12403770
## 3: 0.1212405 0.09028976 0.05933907 0.02838839 -0.002798395 -0.03492443
## 4: -0.9170443 -0.95088352 -0.98472276 -1.01856200 -1.052401200 -1.08171820
## 5: -0.9327203 -0.93272034 -0.93272034 -0.93272034 -0.932720340 -0.93272034
## 6: -1.0916637 -1.12417830 -1.15669300 -1.18920770 -1.221722400 -1.25423710
## ZT165 ZT166 ZT167 ZT168 ZT169 ZT170
## 1: 0.85227426 0.8614967 0.8707191 0.8799416 0.8891641 0.8963576
## 2: -1.11307860 -1.1068115 -1.1034735 -1.1034735 -1.1034735 -1.1031755
## 3: -0.07249519 -0.1111836 -0.1495297 -0.1843003 -0.2107938 -0.2340068
## 4: -1.08002510 -1.0461859 -1.0123466 -0.9957500 -0.9916287 -0.9916287
## 5: -0.93272034 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -1.28675180 -1.3244635 -1.3621752 -1.4028186 -1.4434620 -1.4846384
## ZT171 ZT172 ZT173 ZT174 ZT175 ZT176 ZT177
## 1: 0.9035511 0.9035511 0.9035511 0.9035511 0.9035511 0.9042889 0.9050267
## 2: -1.0976917 -1.0899599 -1.0780131 -1.0660663 -1.0541195 -1.0421727 -1.0302259
## 3: -0.2572199 -0.2831035 -0.3120692 -0.3430199 -0.3739706 -0.4018879 -0.4272528
## 4: -0.9916287 -0.9916287 -0.9916287 -1.0033243 -1.0247774 -1.0586166 -1.0858395
## 5: -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9161146 -0.8016693
## 6: -1.5258147 -1.5745868 -1.6233588 -1.6721309 -1.7209029 -1.7536841 -1.7864653
## ZT178 ZT179 ZT180 ZT181 ZT182 ZT183
## 1: 0.9142492 0.9234717 0.9326941 0.9419165 0.9511390 0.9603615
## 2: -1.0182791 -1.0063323 -0.9943855 -0.9865899 -0.9804802 -0.9804802
## 3: -0.4504658 -0.4736788 -0.4968918 -0.5201048 -0.5433178 -0.5665309
## 4: -1.1000524 -1.1000524 -1.1000524 -1.0420423 -0.9405246 -0.8390069
## 5: -0.6845079 -0.5670900 -0.4496722 -0.3322544 -0.2148365 -0.0974186
## 6: -1.8027227 -1.8189800 -1.8352373 -1.8514947 -1.8528273 -1.8541598
## ZT184 ZT185 ZT186 ZT187 ZT188 ZT189
## 1: 0.96091485 0.9614681800 0.9614681800 0.961468180 0.96146818 0.9614682
## 2: -0.98048023 -0.9804802300 -0.9770741600 -0.972177930 -0.96030776 -0.9483610
## 3: -0.58651896 -0.6039459400 -0.6194212800 -0.634896630 -0.65037197 -0.6658473
## 4: -0.80953401 -0.8210513800 -0.8548906000 -0.919026970 -1.00129710 -1.1028148
## 5: -0.02612276 0.0006772828 0.0006772828 -0.001467653 -0.03565257 -0.1390351
## 6: -1.85415980 -1.8541598000 -1.8485630000 -1.842966200 -1.82670890 -1.8104516
## ZT190 ZT191 ZT192 ZT193 ZT194 ZT195 ZT196
## 1: 0.9614682 0.9614682 0.9614682 0.9614682 0.9614682 0.9614682 0.9553814
## 2: -0.9364142 -0.9244674 -0.9125206 -0.9005738 -0.8886270 -0.8766802 -0.8647334
## 3: -0.6813227 -0.6967980 -0.7122734 -0.7277487 -0.7432240 -0.7586994 -0.7785305
## 4: -1.2043325 -1.3058502 -1.4073679 -1.5088856 -1.6104032 -1.7119209 -1.8134386
## 5: -0.2564530 -0.3711314 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.5094915
## 6: -1.7941942 -1.7779369 -1.7554164 -1.7328960 -1.7085100 -1.6841240 -1.6629361
## ZT197 ZT198 ZT199 ZT200 ZT201 ZT202 ZT203
## 1: 0.9492946 0.9400721 0.9308496 0.9216271 0.9124046 0.9031822 0.8939598
## 2: -0.8527866 -0.8408398 -0.8288930 -0.8169462 -0.8064512 -0.7988131 -0.7959903
## 3: -0.8088935 -0.8397980 -0.8707487 -0.9016994 -0.9326501 -0.9636008 -0.9945515
## 4: -1.8532705 -1.8590180 -1.8590180 -1.8590180 -1.8590180 -1.8590180 -1.8443595
## 5: -0.6116791 -0.7290970 -0.8465148 -0.9104957 -0.9327203 -0.9327203 -0.9327203
## 6: -1.6417483 -1.6336196 -1.6254909 -1.6173623 -1.6092336 -1.6061687 -1.6031038
## ZT204 ZT205 ZT206 ZT207 ZT208 ZT209 ZT210
## 1: 0.8847373 0.8755148 0.8662924 0.8570699 0.8478474 0.8386250 0.8294025
## 2: -0.7959903 -0.7959903 -0.7942021 -0.7859765 -0.7697465 -0.7458529 -0.7219593
## 3: -1.0255022 -1.0564528 -1.0874035 -1.1183542 -1.1493049 -1.1802556 -1.2112063
## 4: -1.8203446 -1.7865054 -1.7526661 -1.7188269 -1.6849877 -1.6511484 -1.6173092
## 5: -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203 -0.9327203
## 6: -1.6031038 -1.6031038 -1.6015047 -1.5999056 -1.5673909 -1.5348762 -1.5023615
## ZT211 ZT212 ZT213 ZT214 ZT215 ZT216 ZT217
## 1: 0.8201801 0.8109576 0.8017351 0.7925127 0.7832903 0.7740678 0.7648453
## 2: -0.6988321 -0.6827724 -0.6729970 -0.6729970 -0.6729970 -0.6729970 -0.6766372
## 3: -1.2421570 -1.2731077 -1.3040583 -1.3350090 -1.3652634 -1.3889662 -1.4067049
## 4: -1.5834700 -1.5496308 -1.4730191 -1.3783628 -1.2768451 -1.2120181 -1.1635873
## 5: -0.9327203 -0.8854909 -0.7751723 -0.6577544 -0.5403367 -0.4835075 -0.4660215
## 6: -1.4698468 -1.4566544 -1.4434620 -1.4515906 -1.4597193 -1.4678480 -1.4759767
## ZT218 ZT219 ZT220 ZT221 ZT222 ZT223 ZT224
## 1: 0.7556229 0.7464004 0.7381002 0.7298000 0.7298000 0.7298000 0.7298000
## 2: -0.6825936 -0.6945404 -0.7064872 -0.7184340 -0.7273537 -0.7344936 -0.7344936
## 3: -1.4221803 -1.4376557 -1.4444699 -1.4470584 -1.4470584 -1.4470584 -1.4380363
## 4: -1.1297480 -1.1096762 -1.1000524 -1.1000524 -1.1000524 -1.1000524 -1.1000524
## 5: -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4660215 -0.4560546 -0.4169736
## 6: -1.4841053 -1.4922340 -1.5003627 -1.5084913 -1.5086246 -1.5087579 -1.4925005
## ZT225 ZT226 ZT227 ZT228 ZT229 ZT230
## 1: 0.7298000 0.7298000 0.72979996 0.7297999600 0.7297999600 0.7297999600
## 2: -0.7344936 -0.7344936 -0.73203277 -0.7284223300 -0.7164755300 -0.7045287300
## 3: -1.4251186 -1.4096433 -1.39416800 -1.3741790000 -1.3520515000 -1.3288385000
## 4: -1.1000524 -1.1000524 -1.10005240 -1.1000524000 -1.0782429000 -1.0489482000
## 5: -0.2995557 -0.1821378 -0.06569919 0.0006772828 0.0006772828 0.0006772828
## 6: -1.4762432 -1.4599858 -1.44372850 -1.3968220000 -1.3499156000 -1.2930149000
## ZT231 ZT232 ZT233 ZT234 ZT235
## 1: 0.7297999600 0.7297999600 0.7297999600 0.7222375200 0.7146750700
## 2: -0.6925819300 -0.6806351300 -0.6686883300 -0.6567415300 -0.6447947200
## 3: -1.3056255000 -1.2867507000 -1.2705611000 -1.2550857000 -1.2396104000
## 4: -1.0151090000 -0.9812697900 -0.9474305500 -0.9135913100 -0.8797520900
## 5: 0.0006772828 0.0006772828 0.0006772828 0.0006772828 0.0006772828
## 6: -1.2361142000 -1.1777476000 -1.1193811000 -1.0543517000 -0.9893223300
## ZT236 ZT237 ZT238 ZT239 ZT240 ZT241
## 1: 0.7054526500 0.6962302200 0.6870077300 0.6777852 0.67483407 0.6718829
## 2: -0.6328479200 -0.6209011200 -0.6089543200 -0.5970075 -0.58506072 -0.5731139
## 3: -1.2241350000 -1.2086597000 -1.1931844000 -1.1777090 -1.16223370 -1.1467583
## 4: -0.8459128600 -0.8127419400 -0.7837368900 -0.7747814 -0.77478141 -0.7747814
## 5: 0.0006772828 0.0006772828 0.0006772828 0.0140131 0.06161534 0.1790336
## 6: -0.9242929400 -0.8592635600 -0.7745121500 -0.6897607 -0.59221666 -0.4946726
## ZT242 ZT243 ZT244 ZT245 ZT246 ZT247
## 1: 0.6718829 0.6718829 0.6718829 0.6718829 0.66690277 0.66192262
## 2: -0.5622102 -0.5530053 -0.5500037 -0.5500037 -0.55000372 -0.54933953
## 3: -1.1312830 -1.1167298 -1.1045439 -1.0968063 -1.08906860 -1.08133090
## 4: -0.7497306 -0.7174619 -0.6836227 -0.6497834 -0.61594419 -0.58210497
## 5: 0.2964510 0.4216094 0.5951980 0.8300335 1.06486910 1.29970470
## 6: -0.3973950 -0.3001175 -0.2107021 -0.1212866 -0.03187126 0.05754413
## ZT248 ZT249 ZT250 ZT251 ZT252 ZT253 ZT254
## 1: 0.6527002 0.6434778 0.6342553 0.6250328 0.6158104 0.6065879 0.5973654
## 2: -0.5467935 -0.5390362 -0.5270894 -0.5151426 -0.5035278 -0.4939312 -0.4885071
## 3: -1.0735933 -1.0658556 -1.0581179 -1.0529978 -1.0518494 -1.0595871 -1.0673248
## 4: -0.5482657 -0.5144265 -0.4794734 -0.4359658 -0.3763072 -0.3075594 -0.2350468
## 5: 1.3857356 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.1394971 0.2214502 0.2946082 0.3677663 0.4409243 0.5140824 0.5584569
## ZT255 ZT256 ZT257 ZT258 ZT259 ZT260
## 1: 0.5881430 0.57892054 0.5696981 0.5604756 0.5512531 0.5420306
## 2: -0.4885071 -0.48850707 -0.4884602 -0.4863059 -0.4810648 -0.4691180
## 3: -1.0762977 -1.08775720 -1.1030748 -1.1185501 -1.1330417 -1.1440116
## 4: -0.1138804 0.02147651 0.1568333 0.3432498 0.5408050 0.7438404
## 5: 1.4007737 1.40077370 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.6028315 0.64347488 0.6841182 0.7196979 0.7552775 0.7796635
## ZT261 ZT262 ZT263 ZT264 ZT265 ZT266 ZT267
## 1: 0.5328081 0.5235857 0.5143633 0.5051408 0.4959183 0.4866959 0.4774735
## 2: -0.4571712 -0.4452244 -0.4350445 -0.4270104 -0.4270104 -0.4270104 -0.4270104
## 3: -1.1522433 -1.1599809 -1.1682729 -1.1812996 -1.1961227 -1.2115981 -1.2270734
## 4: 0.9683288 1.1996341 1.4365087 1.6733833 1.9102580 2.1399483 2.3405664
## 5: 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737 1.4007737
## 6: 0.8040495 0.8284355 0.8528215 0.8532213 0.8536210 0.8454924 0.8373637
## ZT268 ZT269 ZT270 ZT271 ZT272 ZT273 ZT274
## 1: 0.4682510 0.4590285 0.4498061 0.4405836 0.4494372 0.4582908 0.4675132
## 2: -0.4256310 -0.4230934 -0.4111467 -0.3991998 -0.3872530 -0.3753062 -0.3633594
## 3: -1.2064313 -1.1792761 -1.1483255 -1.1173748 -1.1104955 -1.1087556 -1.1087556
## 4: 2.4413268 2.5090053 2.5766837 2.5573470 2.5235078 2.4896686 2.3790060
## 5: 1.4007737 1.4007737 1.4007737 1.4203579 1.4854929 1.6029111 1.7203286
## 6: 0.8225722 0.8077807 0.7590087 0.7102367 0.6614646 0.6126926 0.5735150
## ZT275 ZT276 ZT277 ZT278 ZT279 ZT280 ZT281
## 1: 0.4767356 0.4859581 0.4951806 0.4966562 0.4981317 0.4981317 0.4981317
## 2: -0.3514126 -0.3394658 -0.3275190 -0.3163173 -0.3057415 -0.3040171 -0.3040171
## 3: -1.1087556 -1.1087556 -1.1087556 -1.1087706 -1.1094562 -1.1147302 -1.1224679
## 4: 2.2541750 2.1201547 2.0041346 1.8971367 1.7956190 1.6941014 1.5925836
## 5: 1.8169731 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.5343375 0.5018228 0.4693081 0.4373264 0.4053447 0.4053447 0.4053447
## ZT282 ZT283 ZT284 ZT285 ZT286 ZT287 ZT288
## 1: 0.4981317 0.4981317 0.5045875 0.5110432 0.5202657 0.5294882 0.5387106
## 2: -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.3040171
## 3: -1.1302056 -1.1339399 -1.1271693 -1.1116939 -1.0962186 -1.0789529 -1.0589015
## 4: 1.4910659 1.3895483 1.2880305 1.1865128 1.0849952 0.9539377 0.8198060
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.4053447 0.4053447 0.4197365 0.4341282 0.4666429 0.4991576 0.5316723
## ZT289 ZT290 ZT291 ZT292 ZT293 ZT294
## 1: 0.5479330 0.5519909 0.5560488 0.5560488 0.55604880 0.55604880
## 2: -0.3040171 -0.3040171 -0.3040171 -0.3040171 -0.30416190 -0.30494530
## 3: -1.0356885 -1.0124754 -0.9933992 -0.9791741 -0.97143640 -0.96369872
## 4: 0.6833354 0.5238075 0.3584876 0.1944375 0.05908047 -0.05241742
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.86747250 1.86747250
## 6: 0.5641870 0.6037643 0.6433416 0.6839850 0.72462834 0.75567723
## ZT295 ZT296 ZT297 ZT298 ZT299 ZT300 ZT301
## 1: 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488 0.5560488
## 2: -0.3110677 -0.3230145 -0.3349613 -0.3469081 -0.3588549 -0.3708017 -0.3827485
## 3: -0.9537926 -0.9414652 -0.9259898 -0.9105145 -0.8971298 -0.8865179 -0.8787802
## 4: -0.1489449 -0.2311260 -0.2740989 -0.3070582 -0.3384803 -0.3410868 -0.3410868
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725
## 6: 0.7867261 0.7948548 0.8029835 0.8111121 0.8192408 0.8097796 0.8003183
## ZT302 ZT303 ZT304 ZT305 ZT306 ZT307
## 1: 0.5534665 0.5508842 0.5416618 0.5324393 0.5232168 0.5139944
## 2: -0.3946953 -0.4066421 -0.4182185 -0.4270104 -0.4270104 -0.4270104
## 3: -0.8710425 -0.8651397 -0.8627891 -0.8627172 -0.8627172 -0.8627172
## 4: -0.3404184 -0.3114134 -0.2796237 -0.2429775 -0.1873845 -0.1235489
## 5: 1.8674725 1.8674725 1.8674725 1.8674725 1.8674725 1.8343190
## 6: 0.7840609 0.7678036 0.7491476 0.7304917 0.6979770 0.6654623
## ZT308 ZT309 ZT310 ZT311 ZT312 ZT313
## 1: 0.50348075 0.49296714 0.47452222 0.4560773 0.4376324 0.4191875
## 2: -0.42701043 -0.42717222 -0.42877307 -0.4407199 -0.4526667 -0.4646135
## 3: -0.86271720 -0.86271720 -0.86271720 -0.8627172 -0.8627172 -0.8627172
## 4: -0.05587047 0.01180812 0.07948656 0.1570561 0.2537396 0.4455027
## 5: 1.75599960 1.63858220 1.52116390 1.4532661 1.5152189 1.6326367
## 6: 0.63294758 0.60043289 0.55859021 0.5167475 0.4679755 0.4192035
## ZT314 ZT315
## 1: 0.4007426 0.3822976
## 2: -0.4765603 -0.4885071
## 3: -0.8627172 -0.8627172
## 4: 0.6485381 0.8515735
## 5: 1.7500543 1.8674725
## 6: 0.3704314 0.3216594## class time series time index X
## 1: 6 1 1 -0.3042432
## 2: 6 1 2 -0.3042432
## 3: 6 1 3 -0.3042432
## 4: 6 1 4 -0.3042432
## 5: 6 1 5 -0.3042432
## 6: 6 1 6 -0.3042432## class time series time index Y
## 1: 6 1 1 -2.119396
## 2: 6 1 2 -2.119396
## 3: 6 1 3 -2.119396
## 4: 6 1 4 -2.119396
## 5: 6 1 5 -2.119396
## 6: 6 1 6 -2.119396## class time series time index Z
## 1: 6 1 1 -1.528965
## 2: 6 1 2 -1.528965
## 3: 6 1 3 -1.528965
## 4: 6 1 4 -1.528965
## 5: 6 1 5 -1.528965
## 6: 6 1 6 -1.528965## time series time index X Y Z class
## 1: 1 1 -0.3042432 -2.119396 -1.528965 6
## 2: 1 2 -0.3042432 -2.119396 -1.528965 6
## 3: 1 3 -0.3042432 -2.119396 -1.528965 6
## 4: 1 4 -0.3042432 -2.119396 -1.528965 6
## 5: 1 5 -0.3042432 -2.119396 -1.528965 6
## 6: 1 6 -0.3042432 -2.119396 -1.528965 62.3 Task A
We can plot the data in 3D. To do so, we used the plotly package and coordinate information.
x_pos = cal_pos(x_train, 'X')
y_pos = cal_pos(y_train, 'Y')
z_pos = cal_pos(z_train, 'Z')
# a = y[, "pos_2"]
# b = y2[, "pos_2"]
#
# result = data.table(a, b)
# ggplot(result, aes(x = a, y = b)) +
# geom_point()
plot_ly(x = x_pos[,"pos_1"], y = y_pos[,"pos_1"], z = z_pos[,"pos_1"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 1")plot_ly(x = x_pos[,"pos_2"], y = y_pos[,"pos_2"], z = z_pos[,"pos_2"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 2")plot_ly(x = x_pos[,"pos_3"], y = y_pos[,"pos_3"], z = z_pos[,"pos_3"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 3")plot_ly(x = x_pos[,"pos_4"], y = y_pos[,"pos_4"], z = z_pos[,"pos_4"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 4")plot_ly(x = x_pos[,"pos_5"], y = y_pos[,"pos_5"], z = z_pos[,"pos_5"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 5")plot_ly(x = x_pos[,"pos_6"], y = y_pos[,"pos_6"], z = z_pos[,"pos_6"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 6")plot_ly(x = x_pos[,"pos_7"], y = y_pos[,"pos_7"], z = z_pos[,"pos_7"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 7")plot_ly(x = x_pos[,"pos_8"], y = y_pos[,"pos_8"], z = z_pos[,"pos_8"], type="scatter3d", mode="markers") %>%
layout(title = "3D Representation of Accelerometer for Class 8")Even if they are not the same, these plots are the graphical (3D) representation of the gestures shown below.
Gesture classes
2.4 Task B
We can apply PCA to get 1D information from 3D. Before that we need to check the scale of the data. If they are not in the same scale, we need to standardize the data to make them in the same scale.
In this step, we are using the accelerometer information. Another possibility would be to use the position information of all instances.
## [1] -6.317460e-10 -6.673016e-09 1.633651e-09 -2.000000e-10 8.399683e-09
## [6] 3.206349e-10## [1] 1 1 1 1 1 1## [1] 1.730159e-09 -1.482540e-09 3.675873e-09 4.441270e-10 5.396825e-10
## [6] 3.140952e-09## [1] 1 1 1 1 1 1## [1] 4.174603e-09 -1.059683e-09 -6.152381e-10 -4.825397e-10 -5.166667e-09
## [6] -4.140635e-10## [1] 1 1 1 1 1 1When we look at the mean and standard deviation of all data, they all have zero mean and 1 standard deviation, which means that the data is ready for PCA.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.213171 1.0198583 0.6986445
## Proportion of Variance 0.490595 0.3467037 0.1627014
## Cumulative Proportion 0.490595 0.8372986 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.427 0.776 0.464
## Y 0.721 -0.692
## Z 0.546 -0.630 0.553When we observe the summary output, we see that with one principal component we can almost explain the 50% of the data. We can plot them with time index information. To be able to compare their information, we need to use the 3D scatter plot of the accelerometer information. If they look the same, we can say that to reduce the data from 3D to 1D is a good method.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
From the plot above, we can not say that they are similar. But, when we compare the two random data points within each other, we can say that they have similar information.
This is the expected result. Because, as in the summary of the PCA, one component can only explain the half of the data. So, we lose some information in this process.
2.5 Task C
Another approach would be to apply the PCA process for every class individually. We can expect to get better result with this approach, because we can reduce the variance among the classes.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.1779640 0.9845807 0.8018738
## Proportion of Variance 0.4625331 0.3231331 0.2143339
## Cumulative Proportion 0.4625331 0.7856661 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.357 0.896 0.263
## Y 0.691 -0.720
## Z 0.629 -0.439 0.642When we look at the summary, we see that 46% of the data can be explained with one component. It is worse than the general PCA result if we want to explain the class 1.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.2400176 0.9682706 0.7244366
## Proportion of Variance 0.5125479 0.3125160 0.1749361
## Cumulative Proportion 0.5125479 0.8250639 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.455 0.801 0.388
## Y 0.685 -0.728
## Z 0.569 -0.597 0.565When we look at the summary, we see that 51% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 2.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.273669 0.9475424 0.6927707
## Proportion of Variance 0.540744 0.2992789 0.1599771
## Cumulative Proportion 0.540744 0.8400229 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.675 0.738
## Y 0.531 0.689 -0.494
## Z -0.513 0.725 0.460When we look at the summary, we see that 54% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 3.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.2846735 0.9605566 0.6534102
## Proportion of Variance 0.5501287 0.3075563 0.1423150
## Cumulative Proportion 0.5501287 0.8576850 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.681 0.113 0.724
## Y 0.634 0.404 -0.659
## Z -0.367 0.908 0.204When we look at the summary, we see that 55% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 4.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.3934383 0.9076507 0.48425204
## Proportion of Variance 0.6472234 0.2746099 0.07816668
## Cumulative Proportion 0.6472234 0.9218333 1.00000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.399 0.915
## Y 0.643 -0.321 0.696
## Z 0.654 -0.243 -0.716When we look at the summary, we see that 65% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 5.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.3097601 0.9941695 0.54420161
## Proportion of Variance 0.5718239 0.3294577 0.09871846
## Cumulative Proportion 0.5718239 0.9012815 1.00000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.206 0.964 0.167
## Y -0.680 0.264 -0.684
## Z -0.704 0.710When we look at the summary, we see that 57% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 6.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.2480424 1.0144419 0.6428823
## Proportion of Variance 0.5192033 0.3430308 0.1377659
## Cumulative Proportion 0.5192033 0.8622341 1.0000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.229 0.925 0.304
## Y 0.715 -0.697
## Z 0.661 -0.377 0.649When we look at the summary, we see that 52% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 7.
## Importance of components:
## Comp.1 Comp.2 Comp.3
## Standard deviation 1.3565694 0.9675745 0.47277805
## Proportion of Variance 0.6134269 0.3120668 0.07450636
## Cumulative Proportion 0.6134269 0.9254936 1.00000000
##
## Loadings:
## Comp.1 Comp.2 Comp.3
## X 0.574 0.584 0.574
## Y 0.693 -0.721
## Z 0.436 -0.811 0.389When we look at the summary, we see that 61% of the data can be explained with one component. It is better than the general PCA result if we want to explain the class 8.
In general, we can say that applying PCA for every class gives better result than applying to all class. This approach is applicable for this data, because we have only eight class. If we have many more class than eight, it would be more time consuming process.
2.6 Task D
When we look at the data, we can see that there are 315 time ordered information. This is a huge number to consider as feature number in a model. So, to reduce the number of feature is a good approach. To do so, we can use multi dimensional scaling (MDS) approach. Before this approach, we need to have distance matrix of the data. We can get distance matrix with dist function. We used manhattan method as calculating the distance, because we need to sum all distances of axes and this summation will be in a way like manhattan. So, to maintain the consistency, we should use the manhattan method. If we want to use euclidean method, we need to sum all axes’ distance in euclidean method, too.
x_train_distance = as.matrix(dist(x_train[, 2:316], method = 'manhattan'))
y_train_distance = as.matrix(dist(y_train[, 2:316], method = 'manhattan'))
z_train_distance = as.matrix(dist(z_train[, 2:316], method = 'manhattan'))
data_distance = x_train_distance + y_train_distance + z_train_distance
dim(data_distance)## [1] 896 896Now, we have a 896 x 896 distance matrix. After preparing the data, we can apply the MDS process and plot the result with respect to classes.
mds = cmdscale(data_distance, k=2)
mds = data.table(unlist(apply(x_train[, 1], 2, as.character)), D1 = mds[,1], D2 = mds[,2])
ggplot(mds, aes(x = D1, y = D2, color = class)) +
geom_point() +
labs(title = "Result of the MDS Process",
x = "First Dimension",
y = "Second Dimension")
When we look at the plot, we can see some interesting parts. Recall the classes 3 and 4, which are the opposite way of themselves. When we look at the plot, instances of class 3 have positive values in the first dimension and negative values in the second dimension. From class 4 respective, it has negative values in the first dimension and positive values in the second dimension. They are still negatively correlated in this reduced form. We can see the similar proposition between 5 & 6 and 7 & 8. Also, all members of any classes are plotted in the same region. So, as a result, this MDS process is a successful process.